Overview

Brought to you by YData

Dataset statistics

Number of variables704
Number of observations6000
Missing cells24913
Missing cells (%)0.6%
Total size in memory31.3 MiB
Average record size in memory5.3 KiB

Variable types

Numeric704

Alerts

최종유효년월_신용_이용가능 has 454 (7.6%) missing values Missing
최종유효년월_신용_이용 has 1236 (20.6%) missing values Missing
최종카드발급일자 has 101 (1.7%) missing values Missing
RV신청일자 has 4816 (80.3%) missing values Missing
최종카드론_금융상환방식코드 has 4896 (81.6%) missing values Missing
최종카드론_대출일자 has 4968 (82.8%) missing values Missing
연체일자_B0M has 5995 (99.9%) missing values Missing
혜택수혜율_R3M has 1147 (19.1%) missing values Missing
혜택수혜율_B0M has 1300 (21.7%) missing values Missing
유효카드수_체크_가족 is highly skewed (γ1 = 77.45966692) Skewed
이용가능카드수_체크_가족 is highly skewed (γ1 = 77.45966692) Skewed
기본연회비_B0M is highly skewed (γ1 = 25.1450769) Skewed
제휴연회비_B0M is highly skewed (γ1 = 44.6990036) Skewed
청구금액_기본연회비_B0M is highly skewed (γ1 = 25.1450769) Skewed
청구금액_제휴연회비_B0M is highly skewed (γ1 = 44.6990036) Skewed
자발한도감액횟수_R12M is highly skewed (γ1 = 38.70076873) Skewed
자발한도감액금액_R12M is highly skewed (γ1 = 38.70076873) Skewed
자발한도감액후경과월 is highly skewed (γ1 = -76.70382) Skewed
이용건수_부분무이자_R3M is highly skewed (γ1 = 44.69898706) Skewed
이용개월수_부분무이자_R3M is highly skewed (γ1 = 44.69898706) Skewed
여유_항공이용금액 is highly skewed (γ1 = 22.40600662) Skewed
할부건수_14M_R12M is highly skewed (γ1 = 77.45966692) Skewed
할부건수_유이자_14M_R12M is highly skewed (γ1 = 77.45966692) Skewed
RP후경과월_학습비 is highly skewed (γ1 = -42.70418574) Skewed
이용금액_D페이_B0M is highly skewed (γ1 = 23.45714822) Skewed
이용건수_D페이_B0M is highly skewed (γ1 = 24.43972797) Skewed
승인거절건수_B0M is highly skewed (γ1 = 34.60635203) Skewed
승인거절건수_한도초과_B0M is highly skewed (γ1 = 34.60635203) Skewed
잔액_리볼빙CA이월_B0M is highly skewed (γ1 = 66.3315822) Skewed
연체잔액_B0M is highly skewed (γ1 = 58.85714833) Skewed
연체잔액_일시불_B0M is highly skewed (γ1 = 77.45966692) Skewed
연체잔액_할부_B0M is highly skewed (γ1 = 54.76144677) Skewed
연체원금_B1M is highly skewed (γ1 = 33.63126348) Skewed
연체원금_B2M is highly skewed (γ1 = 29.92177932) Skewed
연체원금_최근 is highly skewed (γ1 = 42.07414958) Skewed
잔액_할부_해외_B0M is highly skewed (γ1 = 77.45966692) Skewed
연체잔액_CA_B0M is highly skewed (γ1 = 77.45966692) Skewed
평잔_할부_해외_3M is highly skewed (γ1 = 34.64437156) Skewed
평잔_CA_해외_3M is highly skewed (γ1 = 77.45966692) Skewed
평잔_할부_해외_6M is highly skewed (γ1 = 34.64791006) Skewed
평잔_CA_해외_6M is highly skewed (γ1 = 77.45966692) Skewed
방문횟수_모바일웹_B0M is highly skewed (γ1 = 77.45966692) Skewed
IB문의건수_사용승인내역_B0M is highly skewed (γ1 = 77.45966692) Skewed
IB문의건수_CS_B0M is highly skewed (γ1 = 77.45966692) Skewed
IB문의건수_결제_R6M is highly skewed (γ1 = 21.84243585) Skewed
IB문의건수_SMS_R6M is highly skewed (γ1 = 34.60635203) Skewed
IB문의건수_BL_R6M is highly skewed (γ1 = 44.69898706) Skewed
IB문의건수_CA_R6M is highly skewed (γ1 = 77.45966692) Skewed
IB문의건수_CS_R6M is highly skewed (γ1 = 21.77650087) Skewed
컨택건수_카드론_LMS_B0M is highly skewed (γ1 = 21.41891699) Skewed
컨택건수_CA_청구서_B0M is highly skewed (γ1 = 77.45966692) Skewed
컨택건수_CA_TM_R6M is highly skewed (γ1 = 38.70076873) Skewed
컨택건수_리볼빙_LMS_R6M is highly skewed (γ1 = 25.20051671) Skewed
컨택건수_이용유도_당사앱_R6M is highly skewed (γ1 = 77.45966692) Skewed
증감율_이용건수_카드론_전월 is highly skewed (γ1 = -22.29911692) Skewed
증감율_이용금액_카드론_전월 is highly skewed (γ1 = -22.29911692) Skewed
변동률_잔액_CA_B1M is highly skewed (γ1 = -28.68314987) Skewed
연령 has 468 (7.8%) zeros Zeros
회원여부_이용가능 has 247 (4.1%) zeros Zeros
회원여부_이용가능_CA has 629 (10.5%) zeros Zeros
회원여부_이용가능_카드론 has 2186 (36.4%) zeros Zeros
소지여부_신용 has 99 (1.7%) zeros Zeros
소지카드수_유효_신용 has 91 (1.5%) zeros Zeros
소지카드수_이용가능_신용 has 441 (7.3%) zeros Zeros
회원여부_연체 has 5869 (97.8%) zeros Zeros
이용거절여부_카드론 has 4835 (80.6%) zeros Zeros
동의여부_한도증액안내 has 5449 (90.8%) zeros Zeros
수신거부여부_TM has 3795 (63.2%) zeros Zeros
수신거부여부_DM has 4099 (68.3%) zeros Zeros
수신거부여부_메일 has 4061 (67.7%) zeros Zeros
수신거부여부_SMS has 3720 (62.0%) zeros Zeros
가입통신회사코드 has 1286 (21.4%) zeros Zeros
탈회횟수_누적 has 3544 (59.1%) zeros Zeros
최종탈회후경과월 has 3560 (59.3%) zeros Zeros
탈회횟수_발급6개월이내 has 5738 (95.6%) zeros Zeros
탈회횟수_발급1년이내 has 5599 (93.3%) zeros Zeros
마케팅동의여부 has 1155 (19.2%) zeros Zeros
유효카드수_신용체크 has 77 (1.3%) zeros Zeros
유효카드수_신용 has 95 (1.6%) zeros Zeros
유효카드수_신용_가족 has 5796 (96.6%) zeros Zeros
유효카드수_체크 has 3660 (61.0%) zeros Zeros
유효카드수_체크_가족 has 5999 (> 99.9%) zeros Zeros
이용가능카드수_신용체크 has 238 (4.0%) zeros Zeros
이용가능카드수_신용 has 382 (6.4%) zeros Zeros
이용가능카드수_신용_가족 has 5797 (96.6%) zeros Zeros
이용가능카드수_체크 has 3668 (61.1%) zeros Zeros
이용가능카드수_체크_가족 has 5999 (> 99.9%) zeros Zeros
이용카드수_신용체크 has 1000 (16.7%) zeros Zeros
이용카드수_신용 has 1138 (19.0%) zeros Zeros
이용카드수_신용_가족 has 5821 (97.0%) zeros Zeros
이용카드수_체크 has 5015 (83.6%) zeros Zeros
이용금액_R3M_신용체크 has 1038 (17.3%) zeros Zeros
이용금액_R3M_신용 has 1156 (19.3%) zeros Zeros
이용금액_R3M_신용_가족 has 5817 (97.0%) zeros Zeros
이용금액_R3M_체크 has 5011 (83.5%) zeros Zeros
_1순위카드이용금액 has 1156 (19.3%) zeros Zeros
_1순위카드이용건수 has 163 (2.7%) zeros Zeros
_1순위신용체크구분 has 5785 (96.4%) zeros Zeros
_2순위카드이용금액 has 4224 (70.4%) zeros Zeros
_2순위카드이용건수 has 4229 (70.5%) zeros Zeros
_2순위신용체크구분 has 2212 (36.9%) zeros Zeros
보유여부_해외겸용_본인 has 1420 (23.7%) zeros Zeros
이용가능여부_해외겸용_본인 has 1569 (26.2%) zeros Zeros
이용여부_3M_해외겸용_본인 has 2364 (39.4%) zeros Zeros
보유여부_해외겸용_신용_본인 has 2008 (33.5%) zeros Zeros
이용가능여부_해외겸용_신용_본인 has 2241 (37.4%) zeros Zeros
이용여부_3M_해외겸용_신용_본인 has 2683 (44.7%) zeros Zeros
연회비발생카드수_B0M has 5982 (99.7%) zeros Zeros
기본연회비_B0M has 5990 (99.8%) zeros Zeros
제휴연회비_B0M has 5997 (> 99.9%) zeros Zeros
청구금액_기본연회비_B0M has 5990 (99.8%) zeros Zeros
청구금액_제휴연회비_B0M has 5997 (> 99.9%) zeros Zeros
카드신청건수 has 5490 (91.5%) zeros Zeros
Life_Stage has 509 (8.5%) zeros Zeros
최종카드발급경과월 has 188 (3.1%) zeros Zeros
최초한도금액 has 5154 (85.9%) zeros Zeros
카드이용한도금액 has 214 (3.6%) zeros Zeros
CA한도금액 has 597 (10.0%) zeros Zeros
일시상환론한도금액 has 3512 (58.5%) zeros Zeros
월상환론한도금액 has 2278 (38.0%) zeros Zeros
RV약정청구율 has 4805 (80.1%) zeros Zeros
RV최소결제비율 has 67 (1.1%) zeros Zeros
자발한도감액횟수_R12M has 5996 (99.9%) zeros Zeros
자발한도감액금액_R12M has 5996 (99.9%) zeros Zeros
강제한도감액횟수_R12M has 5128 (85.5%) zeros Zeros
강제한도감액금액_R12M has 5205 (86.8%) zeros Zeros
한도증액횟수_R12M has 5479 (91.3%) zeros Zeros
한도증액금액_R12M has 5498 (91.6%) zeros Zeros
상향가능한도금액 has 2407 (40.1%) zeros Zeros
상향가능CA한도금액 has 2508 (41.8%) zeros Zeros
카드론동의여부 has 1165 (19.4%) zeros Zeros
월상환론상향가능한도금액 has 5042 (84.0%) zeros Zeros
RV전환가능여부 has 921 (15.3%) zeros Zeros
일시불ONLY전환가능여부 has 1005 (16.8%) zeros Zeros
카드이용한도금액_B1M has 214 (3.6%) zeros Zeros
카드이용한도금액_B2M has 210 (3.5%) zeros Zeros
연체감액여부_R3M has 5973 (99.6%) zeros Zeros
이용건수_신용_B0M has 478 (8.0%) zeros Zeros
이용건수_신판_B0M has 489 (8.2%) zeros Zeros
이용건수_일시불_B0M has 490 (8.2%) zeros Zeros
이용건수_할부_B0M has 5340 (89.0%) zeros Zeros
이용건수_할부_유이자_B0M has 5862 (97.7%) zeros Zeros
이용건수_할부_무이자_B0M has 5411 (90.2%) zeros Zeros
이용건수_CA_B0M has 5738 (95.6%) zeros Zeros
이용건수_체크_B0M has 5121 (85.4%) zeros Zeros
이용금액_일시불_B0M has 1353 (22.6%) zeros Zeros
이용금액_할부_B0M has 5532 (92.2%) zeros Zeros
이용금액_할부_유이자_B0M has 5881 (98.0%) zeros Zeros
이용금액_할부_무이자_B0M has 5605 (93.4%) zeros Zeros
이용금액_CA_B0M has 5739 (95.7%) zeros Zeros
이용금액_체크_B0M has 5121 (85.4%) zeros Zeros
이용후경과월_신용 has 3255 (54.2%) zeros Zeros
이용후경과월_신판 has 3099 (51.6%) zeros Zeros
이용후경과월_일시불 has 4352 (72.5%) zeros Zeros
이용후경과월_할부 has 286 (4.8%) zeros Zeros
이용후경과월_할부_무이자 has 253 (4.2%) zeros Zeros
이용후경과월_CA has 262 (4.4%) zeros Zeros
이용후경과월_체크 has 879 (14.6%) zeros Zeros
이용건수_신용_R12M has 669 (11.2%) zeros Zeros
이용건수_신판_R12M has 678 (11.3%) zeros Zeros
이용건수_일시불_R12M has 679 (11.3%) zeros Zeros
이용건수_할부_R12M has 4260 (71.0%) zeros Zeros
이용건수_할부_유이자_R12M has 5448 (90.8%) zeros Zeros
이용건수_할부_무이자_R12M has 4344 (72.4%) zeros Zeros
이용건수_CA_R12M has 5244 (87.4%) zeros Zeros
이용건수_체크_R12M has 4743 (79.0%) zeros Zeros
이용건수_카드론_R12M has 5668 (94.5%) zeros Zeros
이용금액_일시불_R12M has 665 (11.1%) zeros Zeros
이용금액_할부_R12M has 3348 (55.8%) zeros Zeros
이용금액_할부_유이자_R12M has 4824 (80.4%) zeros Zeros
이용금액_할부_무이자_R12M has 3569 (59.5%) zeros Zeros
이용금액_부분무이자_R12M has 5886 (98.1%) zeros Zeros
이용금액_CA_R12M has 5232 (87.2%) zeros Zeros
이용금액_카드론_R12M has 5729 (95.5%) zeros Zeros
최대이용금액_일시불_R12M has 664 (11.1%) zeros Zeros
최대이용금액_할부_R12M has 3339 (55.6%) zeros Zeros
최대이용금액_할부_유이자_R12M has 4759 (79.3%) zeros Zeros
최대이용금액_할부_무이자_R12M has 3660 (61.0%) zeros Zeros
최대이용금액_부분무이자_R12M has 5886 (98.1%) zeros Zeros
최대이용금액_CA_R12M has 5232 (87.2%) zeros Zeros
최대이용금액_체크_R12M has 4733 (78.9%) zeros Zeros
최대이용금액_카드론_R12M has 5749 (95.8%) zeros Zeros
이용개월수_신용_R12M has 636 (10.6%) zeros Zeros
이용개월수_신판_R12M has 641 (10.7%) zeros Zeros
이용개월수_일시불_R12M has 665 (11.1%) zeros Zeros
이용개월수_할부_R12M has 3260 (54.3%) zeros Zeros
이용개월수_할부_유이자_R12M has 4719 (78.6%) zeros Zeros
이용개월수_할부_무이자_R12M has 3522 (58.7%) zeros Zeros
이용개월수_부분무이자_R12M has 5886 (98.1%) zeros Zeros
이용개월수_CA_R12M has 5233 (87.2%) zeros Zeros
이용개월수_체크_R12M has 4734 (78.9%) zeros Zeros
이용개월수_카드론_R12M has 5686 (94.8%) zeros Zeros
이용건수_신용_R6M has 116 (1.9%) zeros Zeros
이용건수_신판_R6M has 117 (1.9%) zeros Zeros
이용건수_일시불_R6M has 106 (1.8%) zeros Zeros
이용건수_할부_R6M has 4367 (72.8%) zeros Zeros
이용건수_할부_유이자_R6M has 5432 (90.5%) zeros Zeros
이용건수_할부_무이자_R6M has 4515 (75.2%) zeros Zeros
이용건수_부분무이자_R6M has 5982 (99.7%) zeros Zeros
이용건수_CA_R6M has 5532 (92.2%) zeros Zeros
이용건수_체크_R6M has 4954 (82.6%) zeros Zeros
이용건수_카드론_R6M has 5899 (98.3%) zeros Zeros
이용금액_일시불_R6M has 624 (10.4%) zeros Zeros
이용금액_할부_R6M has 2928 (48.8%) zeros Zeros
이용금액_할부_유이자_R6M has 5474 (91.2%) zeros Zeros
이용금액_할부_무이자_R6M has 4581 (76.3%) zeros Zeros
이용금액_부분무이자_R6M has 4027 (67.1%) zeros Zeros
이용금액_CA_R6M has 5529 (92.2%) zeros Zeros
이용금액_체크_R6M has 4948 (82.5%) zeros Zeros
이용금액_카드론_R6M has 5897 (98.3%) zeros Zeros
이용개월수_신용_R6M has 937 (15.6%) zeros Zeros
이용개월수_신판_R6M has 938 (15.6%) zeros Zeros
이용개월수_일시불_R6M has 956 (15.9%) zeros Zeros
이용개월수_할부_R6M has 4208 (70.1%) zeros Zeros
이용개월수_할부_유이자_R6M has 5384 (89.7%) zeros Zeros
이용개월수_할부_무이자_R6M has 4383 (73.0%) zeros Zeros
이용개월수_부분무이자_R6M has 5979 (99.7%) zeros Zeros
이용개월수_CA_R6M has 5474 (91.2%) zeros Zeros
이용개월수_체크_R6M has 4933 (82.2%) zeros Zeros
이용개월수_카드론_R6M has 5887 (98.1%) zeros Zeros
이용건수_신용_R3M has 499 (8.3%) zeros Zeros
이용건수_신판_R3M has 503 (8.4%) zeros Zeros
이용건수_일시불_R3M has 505 (8.4%) zeros Zeros
이용건수_할부_R3M has 4998 (83.3%) zeros Zeros
이용건수_할부_유이자_R3M has 5730 (95.5%) zeros Zeros
이용건수_할부_무이자_R3M has 5104 (85.1%) zeros Zeros
이용건수_부분무이자_R3M has 5997 (> 99.9%) zeros Zeros
이용건수_CA_R3M has 5672 (94.5%) zeros Zeros
이용건수_체크_R3M has 5066 (84.4%) zeros Zeros
이용건수_카드론_R3M has 5971 (99.5%) zeros Zeros
이용금액_일시불_R3M has 842 (14.0%) zeros Zeros
이용금액_할부_R3M has 3659 (61.0%) zeros Zeros
이용금액_할부_유이자_R3M has 5762 (96.0%) zeros Zeros
이용금액_할부_무이자_R3M has 5283 (88.0%) zeros Zeros
이용금액_부분무이자_R3M has 4046 (67.4%) zeros Zeros
이용금액_CA_R3M has 5674 (94.6%) zeros Zeros
이용금액_체크_R3M has 5063 (84.4%) zeros Zeros
이용금액_카드론_R3M has 5969 (99.5%) zeros Zeros
이용개월수_신용_R3M has 1151 (19.2%) zeros Zeros
이용개월수_신판_R3M has 1161 (19.4%) zeros Zeros
이용개월수_일시불_R3M has 1177 (19.6%) zeros Zeros
이용개월수_할부_R3M has 4812 (80.2%) zeros Zeros
이용개월수_할부_유이자_R3M has 5616 (93.6%) zeros Zeros
이용개월수_할부_무이자_R3M has 5027 (83.8%) zeros Zeros
이용개월수_부분무이자_R3M has 5997 (> 99.9%) zeros Zeros
이용개월수_CA_R3M has 5624 (93.7%) zeros Zeros
이용개월수_체크_R3M has 5047 (84.1%) zeros Zeros
이용개월수_카드론_R3M has 5968 (99.5%) zeros Zeros
이용가맹점수 has 1423 (23.7%) zeros Zeros
이용금액_해외 has 5354 (89.2%) zeros Zeros
쇼핑_도소매_이용금액 has 3345 (55.8%) zeros Zeros
쇼핑_백화점_이용금액 has 5134 (85.6%) zeros Zeros
쇼핑_마트_이용금액 has 4139 (69.0%) zeros Zeros
쇼핑_슈퍼마켓_이용금액 has 3310 (55.2%) zeros Zeros
쇼핑_편의점_이용금액 has 3648 (60.8%) zeros Zeros
쇼핑_아울렛_이용금액 has 5498 (91.6%) zeros Zeros
쇼핑_온라인_이용금액 has 3880 (64.7%) zeros Zeros
쇼핑_기타_이용금액 has 4426 (73.8%) zeros Zeros
교통_주유이용금액 has 4241 (70.7%) zeros Zeros
교통_정비이용금액 has 4698 (78.3%) zeros Zeros
교통_버스지하철이용금액 has 4651 (77.5%) zeros Zeros
교통_택시이용금액 has 4710 (78.5%) zeros Zeros
교통_철도버스이용금액 has 5458 (91.0%) zeros Zeros
여유_운동이용금액 has 5328 (88.8%) zeros Zeros
여유_Pet이용금액 has 5922 (98.7%) zeros Zeros
여유_공연이용금액 has 5739 (95.7%) zeros Zeros
여유_공원이용금액 has 5985 (99.8%) zeros Zeros
여유_숙박이용금액 has 5925 (98.8%) zeros Zeros
여유_항공이용금액 has 5988 (99.8%) zeros Zeros
여유_기타이용금액 has 5782 (96.4%) zeros Zeros
납부_통신비이용금액 has 4234 (70.6%) zeros Zeros
납부_관리비이용금액 has 5821 (97.0%) zeros Zeros
납부_가스전기료이용금액 has 5884 (98.1%) zeros Zeros
납부_보험료이용금액 has 5357 (89.3%) zeros Zeros
납부_기타이용금액 has 4583 (76.4%) zeros Zeros
_1순위업종 has 198 (3.3%) zeros Zeros
_1순위업종_이용금액 has 1285 (21.4%) zeros Zeros
_2순위업종 has 95 (1.6%) zeros Zeros
_2순위업종_이용금액 has 2258 (37.6%) zeros Zeros
_3순위업종_이용금액 has 2786 (46.4%) zeros Zeros
_1순위쇼핑업종 has 1101 (18.4%) zeros Zeros
_1순위쇼핑업종_이용금액 has 2307 (38.5%) zeros Zeros
_2순위쇼핑업종 has 905 (15.1%) zeros Zeros
_2순위쇼핑업종_이용금액 has 2860 (47.7%) zeros Zeros
_3순위쇼핑업종 has 495 (8.2%) zeros Zeros
_3순위쇼핑업종_이용금액 has 3327 (55.5%) zeros Zeros
_1순위교통업종 has 689 (11.5%) zeros Zeros
_1순위교통업종_이용금액 has 2945 (49.1%) zeros Zeros
_2순위교통업종 has 478 (8.0%) zeros Zeros
_2순위교통업종_이용금액 has 4147 (69.1%) zeros Zeros
_3순위교통업종 has 111 (1.8%) zeros Zeros
_3순위교통업종_이용금액 has 5090 (84.8%) zeros Zeros
_1순위여유업종_이용금액 has 4967 (82.8%) zeros Zeros
_2순위여유업종_이용금액 has 5781 (96.4%) zeros Zeros
_3순위여유업종_이용금액 has 5941 (99.0%) zeros Zeros
_1순위납부업종_이용금액 has 2976 (49.6%) zeros Zeros
_2순위납부업종_이용금액 has 5137 (85.6%) zeros Zeros
_3순위납부업종_이용금액 has 5789 (96.5%) zeros Zeros
할부건수_3M_R12M has 4477 (74.6%) zeros Zeros
할부건수_6M_R12M has 5061 (84.4%) zeros Zeros
할부건수_12M_R12M has 5955 (99.2%) zeros Zeros
할부건수_14M_R12M has 5999 (> 99.9%) zeros Zeros
할부금액_3M_R12M has 3832 (63.9%) zeros Zeros
할부금액_6M_R12M has 4420 (73.7%) zeros Zeros
할부금액_12M_R12M has 5578 (93.0%) zeros Zeros
할부금액_14M_R12M has 5813 (96.9%) zeros Zeros
할부건수_유이자_3M_R12M has 5515 (91.9%) zeros Zeros
할부건수_유이자_6M_R12M has 5846 (97.4%) zeros Zeros
할부건수_유이자_12M_R12M has 5980 (99.7%) zeros Zeros
할부건수_유이자_14M_R12M has 5999 (> 99.9%) zeros Zeros
할부금액_유이자_3M_R12M has 5222 (87.0%) zeros Zeros
할부금액_유이자_6M_R12M has 5591 (93.2%) zeros Zeros
할부금액_유이자_12M_R12M has 5894 (98.2%) zeros Zeros
할부금액_유이자_14M_R12M has 5830 (97.2%) zeros Zeros
할부건수_무이자_3M_R12M has 4579 (76.3%) zeros Zeros
할부건수_무이자_6M_R12M has 5095 (84.9%) zeros Zeros
할부건수_무이자_12M_R12M has 5969 (99.5%) zeros Zeros
할부금액_무이자_3M_R12M has 3998 (66.6%) zeros Zeros
할부금액_무이자_6M_R12M has 4552 (75.9%) zeros Zeros
할부금액_무이자_12M_R12M has 5745 (95.8%) zeros Zeros
할부금액_무이자_14M_R12M has 5983 (99.7%) zeros Zeros
할부금액_부분_12M_R12M has 5886 (98.1%) zeros Zeros
RP건수_B0M has 3148 (52.5%) zeros Zeros
RP금액_B0M has 3129 (52.1%) zeros Zeros
RP유형건수_B0M has 3228 (53.8%) zeros Zeros
RP건수_통신_B0M has 4526 (75.4%) zeros Zeros
RP건수_아파트_B0M has 5820 (97.0%) zeros Zeros
RP건수_제휴사서비스직접판매_B0M has 5278 (88.0%) zeros Zeros
RP건수_렌탈_B0M has 5977 (99.6%) zeros Zeros
RP건수_가스_B0M has 5961 (99.4%) zeros Zeros
RP건수_전기_B0M has 5981 (99.7%) zeros Zeros
RP건수_보험_B0M has 5951 (99.2%) zeros Zeros
RP건수_교통_B0M has 4765 (79.4%) zeros Zeros
RP후경과월 has 2852 (47.5%) zeros Zeros
RP후경과월_통신 has 1474 (24.6%) zeros Zeros
RP후경과월_아파트 has 180 (3.0%) zeros Zeros
RP후경과월_제휴사서비스직접판매 has 722 (12.0%) zeros Zeros
RP후경과월_교통 has 1235 (20.6%) zeros Zeros
증감_RP건수_전월 has 5556 (92.6%) zeros Zeros
증감_RP유형건수_전월 has 5901 (98.4%) zeros Zeros
증감_RP건수_통신_전월 has 5943 (99.1%) zeros Zeros
증감_RP건수_제휴사서비스직접판매_전월 has 5997 (> 99.9%) zeros Zeros
증감_RP건수_렌탈_전월 has 5977 (99.6%) zeros Zeros
증감_RP건수_가스_전월 has 5986 (99.8%) zeros Zeros
증감_RP건수_전기_전월 has 5992 (99.9%) zeros Zeros
증감_RP건수_보험_전월 has 5984 (99.7%) zeros Zeros
증감_RP건수_교통_전월 has 5672 (94.5%) zeros Zeros
카드론이용건수_누적 has 4986 (83.1%) zeros Zeros
카드론이용월수_누적 has 4962 (82.7%) zeros Zeros
카드론이용금액_누적 has 4896 (81.6%) zeros Zeros
최종카드론_신청경로코드 has 142 (2.4%) zeros Zeros
최종카드론_대출이율 has 4896 (81.6%) zeros Zeros
최종카드론_대출월수 has 4897 (81.6%) zeros Zeros
최종카드론_거치개월수 has 5712 (95.2%) zeros Zeros
최종카드론_대출금액 has 4919 (82.0%) zeros Zeros
이용개월수_온라인_R6M has 3636 (60.6%) zeros Zeros
이용개월수_오프라인_R6M has 992 (16.5%) zeros Zeros
이용금액_온라인_R6M has 3599 (60.0%) zeros Zeros
이용금액_오프라인_R6M has 1029 (17.2%) zeros Zeros
이용건수_온라인_R6M has 4048 (67.5%) zeros Zeros
이용건수_오프라인_R6M has 1079 (18.0%) zeros Zeros
이용금액_온라인_R3M has 4097 (68.3%) zeros Zeros
이용금액_오프라인_R3M has 1362 (22.7%) zeros Zeros
이용건수_온라인_R3M has 4600 (76.7%) zeros Zeros
이용건수_오프라인_R3M has 1300 (21.7%) zeros Zeros
이용금액_온라인_B0M has 4356 (72.6%) zeros Zeros
이용금액_오프라인_B0M has 1626 (27.1%) zeros Zeros
이용건수_온라인_B0M has 4923 (82.0%) zeros Zeros
이용건수_오프라인_B0M has 1647 (27.5%) zeros Zeros
이용개월수_페이_온라인_R6M has 4277 (71.3%) zeros Zeros
이용개월수_페이_오프라인_R6M has 5581 (93.0%) zeros Zeros
이용금액_페이_온라인_R6M has 4292 (71.5%) zeros Zeros
이용금액_페이_오프라인_R6M has 5586 (93.1%) zeros Zeros
이용건수_페이_온라인_R6M has 4346 (72.4%) zeros Zeros
이용건수_페이_오프라인_R6M has 5679 (94.7%) zeros Zeros
이용금액_페이_온라인_R3M has 4592 (76.5%) zeros Zeros
이용금액_페이_오프라인_R3M has 5661 (94.3%) zeros Zeros
이용건수_페이_온라인_R3M has 4669 (77.8%) zeros Zeros
이용건수_페이_오프라인_R3M has 5714 (95.2%) zeros Zeros
이용금액_페이_온라인_B0M has 4742 (79.0%) zeros Zeros
이용금액_페이_오프라인_B0M has 5712 (95.2%) zeros Zeros
이용건수_페이_온라인_B0M has 4870 (81.2%) zeros Zeros
이용건수_페이_오프라인_B0M has 5721 (95.3%) zeros Zeros
이용개월수_간편결제_R6M has 4136 (68.9%) zeros Zeros
이용개월수_당사기타_R6M has 5898 (98.3%) zeros Zeros
이용개월수_A페이_R6M has 5578 (93.0%) zeros Zeros
이용개월수_B페이_R6M has 5826 (97.1%) zeros Zeros
이용개월수_C페이_R6M has 5899 (98.3%) zeros Zeros
이용개월수_D페이_R6M has 5809 (96.8%) zeros Zeros
이용금액_간편결제_R6M has 4171 (69.5%) zeros Zeros
이용금액_A페이_R6M has 5571 (92.8%) zeros Zeros
이용금액_B페이_R6M has 5825 (97.1%) zeros Zeros
이용금액_C페이_R6M has 5900 (98.3%) zeros Zeros
이용금액_D페이_R6M has 5805 (96.8%) zeros Zeros
이용건수_간편결제_R6M has 4196 (69.9%) zeros Zeros
이용건수_A페이_R6M has 5576 (92.9%) zeros Zeros
이용건수_B페이_R6M has 5836 (97.3%) zeros Zeros
이용건수_C페이_R6M has 5902 (98.4%) zeros Zeros
이용건수_D페이_R6M has 5849 (97.5%) zeros Zeros
이용금액_간편결제_R3M has 4454 (74.2%) zeros Zeros
이용금액_A페이_R3M has 5627 (93.8%) zeros Zeros
이용금액_B페이_R3M has 5865 (97.8%) zeros Zeros
이용금액_C페이_R3M has 5913 (98.6%) zeros Zeros
이용금액_D페이_R3M has 5921 (98.7%) zeros Zeros
이용건수_간편결제_R3M has 4458 (74.3%) zeros Zeros
이용건수_A페이_R3M has 5645 (94.1%) zeros Zeros
이용건수_B페이_R3M has 5869 (97.8%) zeros Zeros
이용건수_C페이_R3M has 5910 (98.5%) zeros Zeros
이용건수_D페이_R3M has 5949 (99.2%) zeros Zeros
이용금액_간편결제_B0M has 4594 (76.6%) zeros Zeros
이용금액_A페이_B0M has 5675 (94.6%) zeros Zeros
이용금액_B페이_B0M has 5914 (98.6%) zeros Zeros
이용금액_C페이_B0M has 5932 (98.9%) zeros Zeros
이용금액_D페이_B0M has 5989 (99.8%) zeros Zeros
이용건수_간편결제_B0M has 4596 (76.6%) zeros Zeros
이용건수_A페이_B0M has 5707 (95.1%) zeros Zeros
이용건수_B페이_B0M has 5910 (98.5%) zeros Zeros
이용건수_C페이_B0M has 5930 (98.8%) zeros Zeros
이용건수_D페이_B0M has 5990 (99.8%) zeros Zeros
이용개월수_선결제_R6M has 5498 (91.6%) zeros Zeros
이용횟수_선결제_R6M has 5492 (91.5%) zeros Zeros
이용금액_선결제_R6M has 5489 (91.5%) zeros Zeros
이용건수_선결제_R6M has 5633 (93.9%) zeros Zeros
이용횟수_선결제_R3M has 5686 (94.8%) zeros Zeros
이용금액_선결제_R3M has 5686 (94.8%) zeros Zeros
이용건수_선결제_R3M has 5823 (97.0%) zeros Zeros
이용횟수_선결제_B0M has 5766 (96.1%) zeros Zeros
이용금액_선결제_B0M has 5764 (96.1%) zeros Zeros
이용건수_선결제_B0M has 5912 (98.5%) zeros Zeros
이용횟수_연체_R6M has 5248 (87.5%) zeros Zeros
이용금액_연체_R6M has 5269 (87.8%) zeros Zeros
이용횟수_연체_R3M has 5684 (94.7%) zeros Zeros
이용금액_연체_R3M has 5661 (94.3%) zeros Zeros
이용횟수_연체_B0M has 5869 (97.8%) zeros Zeros
이용금액_연체_B0M has 5827 (97.1%) zeros Zeros
이용개월수_전체_R6M has 979 (16.3%) zeros Zeros
이용개월수_전체_R3M has 1215 (20.2%) zeros Zeros
이용개월수_결제일_R6M has 1139 (19.0%) zeros Zeros
이용개월수_결제일_R3M has 1411 (23.5%) zeros Zeros
가맹점매출금액_B1M has 5623 (93.7%) zeros Zeros
가맹점매출금액_B2M has 5618 (93.6%) zeros Zeros
정상청구원금_B0M has 905 (15.1%) zeros Zeros
선입금원금_B0M has 5718 (95.3%) zeros Zeros
정상입금원금_B0M has 1572 (26.2%) zeros Zeros
연체입금원금_B0M has 3161 (52.7%) zeros Zeros
정상청구원금_B2M has 877 (14.6%) zeros Zeros
선입금원금_B2M has 5715 (95.2%) zeros Zeros
정상입금원금_B2M has 1601 (26.7%) zeros Zeros
연체입금원금_B2M has 2976 (49.6%) zeros Zeros
정상청구원금_B5M has 869 (14.5%) zeros Zeros
선입금원금_B5M has 5701 (95.0%) zeros Zeros
정상입금원금_B5M has 1792 (29.9%) zeros Zeros
연체입금원금_B5M has 2663 (44.4%) zeros Zeros
건수_할부전환_R6M has 5950 (99.2%) zeros Zeros
건수_할부전환_R3M has 5957 (99.3%) zeros Zeros
금액_할부전환_R6M has 5949 (99.2%) zeros Zeros
금액_할부전환_R3M has 5955 (99.2%) zeros Zeros
연속무실적개월수_기본_24M_카드 has 4807 (80.1%) zeros Zeros
연속유실적개월수_기본_24M_카드 has 1400 (23.3%) zeros Zeros
신청건수_ATM_CA_B0 has 5906 (98.4%) zeros Zeros
신청건수_ATM_CA_R6M has 5662 (94.4%) zeros Zeros
승인거절건수_B0M has 5995 (99.9%) zeros Zeros
승인거절건수_한도초과_B0M has 5995 (99.9%) zeros Zeros
승인거절건수_R3M has 5769 (96.2%) zeros Zeros
승인거절건수_한도초과_R3M has 5874 (97.9%) zeros Zeros
승인거절건수_BL_R3M has 5982 (99.7%) zeros Zeros
승인거절건수_기타_R3M has 5901 (98.4%) zeros Zeros
이용금액대 has 909 (15.2%) zeros Zeros
대표청구지고객주소구분코드 has 2743 (45.7%) zeros Zeros
대표청구서수령지구분코드 has 116 (1.9%) zeros Zeros
청구서수령방법 has 116 (1.9%) zeros Zeros
청구서발송여부_B0 has 1273 (21.2%) zeros Zeros
청구서발송여부_R3M has 1150 (19.2%) zeros Zeros
청구서발송여부_R6M has 911 (15.2%) zeros Zeros
청구금액_B0 has 1273 (21.2%) zeros Zeros
청구금액_R3M has 1115 (18.6%) zeros Zeros
청구금액_R6M has 829 (13.8%) zeros Zeros
포인트_마일리지_건별_B0M has 5839 (97.3%) zeros Zeros
포인트_마일리지_건별_R3M has 5838 (97.3%) zeros Zeros
포인트_포인트_건별_B0M has 5248 (87.5%) zeros Zeros
포인트_포인트_건별_R3M has 5203 (86.7%) zeros Zeros
포인트_마일리지_월적립_B0M has 5848 (97.5%) zeros Zeros
포인트_마일리지_월적립_R3M has 5845 (97.4%) zeros Zeros
포인트_포인트_월적립_B0M has 5858 (97.6%) zeros Zeros
포인트_포인트_월적립_R3M has 5664 (94.4%) zeros Zeros
포인트_적립포인트_R12M has 4559 (76.0%) zeros Zeros
포인트_적립포인트_R3M has 4796 (79.9%) zeros Zeros
포인트_이용포인트_R12M has 3914 (65.2%) zeros Zeros
포인트_이용포인트_R3M has 4547 (75.8%) zeros Zeros
마일_적립포인트_R12M has 5808 (96.8%) zeros Zeros
마일_적립포인트_R3M has 5688 (94.8%) zeros Zeros
마일_이용포인트_R12M has 5826 (97.1%) zeros Zeros
마일_이용포인트_R3M has 5837 (97.3%) zeros Zeros
마일_잔여포인트_B0M has 5831 (97.2%) zeros Zeros
할인건수_R3M has 421 (7.0%) zeros Zeros
할인금액_R3M has 4460 (74.3%) zeros Zeros
할인금액_B0M has 4710 (78.5%) zeros Zeros
할인금액_청구서_R3M has 3997 (66.6%) zeros Zeros
할인금액_청구서_B0M has 4323 (72.0%) zeros Zeros
상환개월수_결제일_R6M has 993 (16.6%) zeros Zeros
상환개월수_결제일_R3M has 1351 (22.5%) zeros Zeros
선결제건수_R6M has 5449 (90.8%) zeros Zeros
선결제건수_R3M has 5616 (93.6%) zeros Zeros
연체건수_R6M has 5060 (84.3%) zeros Zeros
연체건수_R3M has 5397 (90.0%) zeros Zeros
혜택수혜금액_R3M has 3404 (56.7%) zeros Zeros
포인트_마일리지_환산_B0M has 5691 (94.8%) zeros Zeros
혜택수혜금액 has 3750 (62.5%) zeros Zeros
잔액_일시불_B0M has 1659 (27.7%) zeros Zeros
잔액_할부_B0M has 4173 (69.5%) zeros Zeros
잔액_현금서비스_B0M has 5694 (94.9%) zeros Zeros
잔액_리볼빙일시불이월_B0M has 5860 (97.7%) zeros Zeros
잔액_리볼빙CA이월_B0M has 5998 (> 99.9%) zeros Zeros
잔액_카드론_B0M has 5629 (93.8%) zeros Zeros
월중평잔_일시불_B0M has 1597 (26.6%) zeros Zeros
월중평잔_할부_B0M has 4030 (67.2%) zeros Zeros
월중평잔_CA_B0M has 5642 (94.0%) zeros Zeros
연체잔액_B0M has 5998 (> 99.9%) zeros Zeros
연체잔액_일시불_B0M has 5999 (> 99.9%) zeros Zeros
연체잔액_할부_B0M has 5998 (> 99.9%) zeros Zeros
잔액_현금서비스_B1M has 5680 (94.7%) zeros Zeros
잔액_현금서비스_B2M has 5673 (94.5%) zeros Zeros
잔액_카드론_B1M has 5625 (93.8%) zeros Zeros
잔액_카드론_B2M has 5624 (93.7%) zeros Zeros
잔액_카드론_B3M has 5626 (93.8%) zeros Zeros
잔액_카드론_B4M has 5628 (93.8%) zeros Zeros
잔액_카드론_B5M has 5621 (93.7%) zeros Zeros
잔액_할부_B1M has 4075 (67.9%) zeros Zeros
잔액_할부_B2M has 4035 (67.2%) zeros Zeros
잔액_일시불_B1M has 1653 (27.6%) zeros Zeros
잔액_일시불_B2M has 1669 (27.8%) zeros Zeros
연체일수_B1M has 655 (10.9%) zeros Zeros
연체일수_B2M has 688 (11.5%) zeros Zeros
연체원금_B1M has 5978 (99.6%) zeros Zeros
연체원금_B2M has 5975 (99.6%) zeros Zeros
연체일수_최근 has 75 (1.2%) zeros Zeros
연체원금_최근 has 5994 (99.9%) zeros Zeros
최종연체회차 has 1943 (32.4%) zeros Zeros
RV_평균잔액_R12M has 5625 (93.8%) zeros Zeros
RV_최대잔액_R12M has 5625 (93.8%) zeros Zeros
RV_평균잔액_R6M has 5754 (95.9%) zeros Zeros
RV_최대잔액_R6M has 5750 (95.8%) zeros Zeros
RV_평균잔액_R3M has 5806 (96.8%) zeros Zeros
RV_최대잔액_R3M has 5807 (96.8%) zeros Zeros
잔액_할부_유이자_B0M has 5119 (85.3%) zeros Zeros
잔액_할부_무이자_B0M has 4558 (76.0%) zeros Zeros
잔액_할부_해외_B0M has 5999 (> 99.9%) zeros Zeros
연체잔액_CA_B0M has 5999 (> 99.9%) zeros Zeros
월중평잔 has 1230 (20.5%) zeros Zeros
월중평잔_일시불 has 1412 (23.5%) zeros Zeros
월중평잔_RV일시불 has 4933 (82.2%) zeros Zeros
월중평잔_할부 has 4021 (67.0%) zeros Zeros
월중평잔_CA has 5632 (93.9%) zeros Zeros
월중평잔_카드론 has 5621 (93.7%) zeros Zeros
평잔_3M has 1109 (18.5%) zeros Zeros
평잔_일시불_3M has 1249 (20.8%) zeros Zeros
평잔_일시불_해외_3M has 5323 (88.7%) zeros Zeros
평잔_RV일시불_3M has 4917 (82.0%) zeros Zeros
평잔_RV일시불_해외_3M has 5823 (97.0%) zeros Zeros
평잔_할부_3M has 3811 (63.5%) zeros Zeros
평잔_할부_해외_3M has 5995 (99.9%) zeros Zeros
평잔_CA_3M has 5508 (91.8%) zeros Zeros
평잔_CA_해외_3M has 5999 (> 99.9%) zeros Zeros
평잔_카드론_3M has 5603 (93.4%) zeros Zeros
평잔_6M has 896 (14.9%) zeros Zeros
평잔_일시불_6M has 985 (16.4%) zeros Zeros
평잔_일시불_해외_6M has 5232 (87.2%) zeros Zeros
평잔_RV일시불_6M has 4884 (81.4%) zeros Zeros
평잔_RV일시불_해외_6M has 5808 (96.8%) zeros Zeros
평잔_할부_6M has 3451 (57.5%) zeros Zeros
평잔_할부_해외_6M has 5995 (99.9%) zeros Zeros
평잔_CA_6M has 5419 (90.3%) zeros Zeros
평잔_CA_해외_6M has 5999 (> 99.9%) zeros Zeros
평잔_카드론_6M has 5581 (93.0%) zeros Zeros
인입횟수_ARS_R6M has 176 (2.9%) zeros Zeros
이용메뉴건수_ARS_R6M has 173 (2.9%) zeros Zeros
인입일수_ARS_R6M has 4252 (70.9%) zeros Zeros
인입월수_ARS_R6M has 4310 (71.8%) zeros Zeros
인입후경과월_ARS has 4713 (78.5%) zeros Zeros
인입횟수_ARS_B0M has 5633 (93.9%) zeros Zeros
이용메뉴건수_ARS_B0M has 5638 (94.0%) zeros Zeros
인입일수_ARS_B0M has 5634 (93.9%) zeros Zeros
방문횟수_PC_R6M has 167 (2.8%) zeros Zeros
방문일수_PC_R6M has 230 (3.8%) zeros Zeros
방문월수_PC_R6M has 5202 (86.7%) zeros Zeros
방문후경과월_PC_R6M has 392 (6.5%) zeros Zeros
방문횟수_앱_R6M has 230 (3.8%) zeros Zeros
방문일수_앱_R6M has 4699 (78.3%) zeros Zeros
방문월수_앱_R6M has 4673 (77.9%) zeros Zeros
방문후경과월_앱_R6M has 1028 (17.1%) zeros Zeros
방문횟수_모바일웹_R6M has 5894 (98.2%) zeros Zeros
방문일수_모바일웹_R6M has 5895 (98.2%) zeros Zeros
방문월수_모바일웹_R6M has 5887 (98.1%) zeros Zeros
방문횟수_PC_B0M has 5635 (93.9%) zeros Zeros
방문일수_PC_B0M has 5635 (93.9%) zeros Zeros
방문횟수_앱_B0M has 5002 (83.4%) zeros Zeros
방문일수_앱_B0M has 5000 (83.3%) zeros Zeros
방문횟수_모바일웹_B0M has 5999 (> 99.9%) zeros Zeros
인입횟수_IB_R6M has 4401 (73.4%) zeros Zeros
인입일수_IB_R6M has 4413 (73.6%) zeros Zeros
인입월수_IB_R6M has 4408 (73.5%) zeros Zeros
이용메뉴건수_IB_R6M has 4416 (73.6%) zeros Zeros
인입후경과월_IB_R6M has 270 (4.5%) zeros Zeros
인입횟수_IB_B0M has 5735 (95.6%) zeros Zeros
인입일수_IB_B0M has 5790 (96.5%) zeros Zeros
이용메뉴건수_IB_B0M has 5816 (96.9%) zeros Zeros
상담건수_B0M has 5734 (95.6%) zeros Zeros
IB문의건수_사용승인내역_B0M has 5999 (> 99.9%) zeros Zeros
IB문의건수_선결제_B0M has 5985 (99.8%) zeros Zeros
IB문의건수_CS_B0M has 5999 (> 99.9%) zeros Zeros
상담건수_R6M has 4336 (72.3%) zeros Zeros
IB문의건수_사용승인내역_R6M has 5683 (94.7%) zeros Zeros
IB문의건수_한도_R6M has 5979 (99.7%) zeros Zeros
IB문의건수_선결제_R6M has 5689 (94.8%) zeros Zeros
IB문의건수_결제_R6M has 5987 (99.8%) zeros Zeros
IB문의건수_정보변경_R6M has 5887 (98.1%) zeros Zeros
IB문의건수_결제일변경_R6M has 5944 (99.1%) zeros Zeros
IB문의건수_SMS_R6M has 5995 (99.9%) zeros Zeros
IB문의건수_카드발급_R6M has 5928 (98.8%) zeros Zeros
IB문의건수_BL_R6M has 5997 (> 99.9%) zeros Zeros
IB문의건수_분실도난_R6M has 5967 (99.5%) zeros Zeros
IB문의건수_CA_R6M has 5999 (> 99.9%) zeros Zeros
IB문의건수_CL_RV_R6M has 5914 (98.6%) zeros Zeros
IB문의건수_CS_R6M has 5987 (99.8%) zeros Zeros
불만제기후경과월_R12M has 2838 (47.3%) zeros Zeros
당사멤버쉽_방문횟수_B0M has 5668 (94.5%) zeros Zeros
당사멤버쉽_방문횟수_R6M has 5071 (84.5%) zeros Zeros
당사멤버쉽_방문월수_R6M has 5034 (83.9%) zeros Zeros
OS구분코드 has 1374 (22.9%) zeros Zeros
홈페이지_금융건수_R6M has 5278 (88.0%) zeros Zeros
홈페이지_선결제건수_R6M has 5292 (88.2%) zeros Zeros
홈페이지_금융건수_R3M has 5391 (89.8%) zeros Zeros
홈페이지_선결제건수_R3M has 5419 (90.3%) zeros Zeros
컨택건수_카드론_TM_B0M has 5701 (95.0%) zeros Zeros
컨택건수_이용유도_TM_B0M has 5843 (97.4%) zeros Zeros
컨택건수_보험_TM_B0M has 5919 (98.7%) zeros Zeros
컨택건수_카드론_LMS_B0M has 5987 (99.8%) zeros Zeros
컨택건수_이용유도_LMS_B0M has 4050 (67.5%) zeros Zeros
컨택건수_이용유도_EM_B0M has 4097 (68.3%) zeros Zeros
컨택건수_CA_청구서_B0M has 5999 (> 99.9%) zeros Zeros
컨택건수_이용유도_청구서_B0M has 4153 (69.2%) zeros Zeros
컨택건수_이용유도_인터넷_B0M has 4847 (80.8%) zeros Zeros
컨택건수_카드론_TM_R6M has 4563 (76.0%) zeros Zeros
컨택건수_CA_TM_R6M has 5996 (99.9%) zeros Zeros
컨택건수_리볼빙_TM_R6M has 5874 (97.9%) zeros Zeros
컨택건수_이용유도_TM_R6M has 3855 (64.2%) zeros Zeros
컨택건수_신용발급_TM_R6M has 5958 (99.3%) zeros Zeros
컨택건수_부대서비스_TM_R6M has 5856 (97.6%) zeros Zeros
컨택건수_포인트소진_TM_R6M has 5953 (99.2%) zeros Zeros
컨택건수_보험_TM_R6M has 4423 (73.7%) zeros Zeros
컨택건수_카드론_LMS_R6M has 5457 (91.0%) zeros Zeros
컨택건수_CA_LMS_R6M has 5164 (86.1%) zeros Zeros
컨택건수_리볼빙_LMS_R6M has 5987 (99.8%) zeros Zeros
컨택건수_이용유도_LMS_R6M has 2773 (46.2%) zeros Zeros
컨택건수_카드론_EM_R6M has 5931 (98.9%) zeros Zeros
컨택건수_이용유도_EM_R6M has 1568 (26.1%) zeros Zeros
컨택건수_카드론_청구서_R6M has 5742 (95.7%) zeros Zeros
컨택건수_CA_청구서_R6M has 5398 (90.0%) zeros Zeros
컨택건수_이용유도_청구서_R6M has 2754 (45.9%) zeros Zeros
컨택건수_이용유도_인터넷_R6M has 1953 (32.6%) zeros Zeros
컨택건수_이용유도_당사앱_R6M has 5999 (> 99.9%) zeros Zeros
컨택건수_채권_B0M has 5965 (99.4%) zeros Zeros
컨택건수_채권_R6M has 5676 (94.6%) zeros Zeros
캠페인접촉건수_R12M has 323 (5.4%) zeros Zeros
캠페인접촉일수_R12M has 327 (5.5%) zeros Zeros
증감율_이용건수_신용_전월 has 2017 (33.6%) zeros Zeros
증감율_이용건수_신판_전월 has 2023 (33.7%) zeros Zeros
증감율_이용건수_일시불_전월 has 2035 (33.9%) zeros Zeros
증감율_이용건수_할부_전월 has 5521 (92.0%) zeros Zeros
증감율_이용건수_CA_전월 has 5949 (99.2%) zeros Zeros
증감율_이용건수_체크_전월 has 5056 (84.3%) zeros Zeros
증감율_이용건수_카드론_전월 has 5988 (99.8%) zeros Zeros
증감율_이용금액_할부_전월 has 5202 (86.7%) zeros Zeros
증감율_이용금액_CA_전월 has 5830 (97.2%) zeros Zeros
증감율_이용금액_체크_전월 has 5115 (85.2%) zeros Zeros
증감율_이용금액_카드론_전월 has 5988 (99.8%) zeros Zeros
증감율_이용건수_신용_분기 has 1298 (21.6%) zeros Zeros
증감율_이용건수_신판_분기 has 1316 (21.9%) zeros Zeros
증감율_이용건수_일시불_분기 has 1341 (22.4%) zeros Zeros
증감율_이용건수_할부_분기 has 4498 (75.0%) zeros Zeros
증감율_이용건수_CA_분기 has 5659 (94.3%) zeros Zeros
증감율_이용건수_체크_분기 has 4912 (81.9%) zeros Zeros
증감율_이용건수_카드론_분기 has 5876 (97.9%) zeros Zeros
증감율_이용금액_신용_분기 has 1105 (18.4%) zeros Zeros
증감율_이용금액_신판_분기 has 1136 (18.9%) zeros Zeros
증감율_이용금액_일시불_분기 has 1153 (19.2%) zeros Zeros
증감율_이용금액_할부_분기 has 4150 (69.2%) zeros Zeros
증감율_이용금액_CA_분기 has 5466 (91.1%) zeros Zeros
증감율_이용금액_체크_분기 has 4911 (81.8%) zeros Zeros
증감율_이용금액_카드론_분기 has 5874 (97.9%) zeros Zeros
잔액_신판평균한도소진율_r6m has 1444 (24.1%) zeros Zeros
잔액_신판최대한도소진율_r6m has 1110 (18.5%) zeros Zeros
잔액_신판평균한도소진율_r3m has 1399 (23.3%) zeros Zeros
잔액_신판최대한도소진율_r3m has 1331 (22.2%) zeros Zeros
잔액_신판ca평균한도소진율_r6m has 1369 (22.8%) zeros Zeros
잔액_신판ca최대한도소진율_r6m has 1037 (17.3%) zeros Zeros
잔액_신판ca평균한도소진율_r3m has 1318 (22.0%) zeros Zeros
잔액_신판ca최대한도소진율_r3m has 1220 (20.3%) zeros Zeros
변동률_일시불평잔 has 578 (9.6%) zeros Zeros
변동률_RV일시불평잔 has 341 (5.7%) zeros Zeros
변동률_할부평잔 has 728 (12.1%) zeros Zeros
변동률_CA평잔 has 503 (8.4%) zeros Zeros
변동률_RVCA평잔 has 341 (5.7%) zeros Zeros
변동률_카드론평잔 has 358 (6.0%) zeros Zeros
변동률_잔액_B1M has 1536 (25.6%) zeros Zeros
변동률_잔액_일시불_B1M has 1808 (30.1%) zeros Zeros
변동률_잔액_CA_B1M has 5797 (96.6%) zeros Zeros
혜택수혜율_R3M has 1927 (32.1%) zeros Zeros
혜택수혜율_B0M has 2109 (35.1%) zeros Zeros

Reproduction

Analysis started2025-04-09 02:29:10.112077
Analysis finished2025-04-09 02:29:14.297638
Duration4.19 seconds
Software versionydata-profiling vv4.16.1
Download configurationconfig.json

Variables

기준년월
Real number (ℝ)

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean201809.5
Minimum201807
Maximum201812
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:14.347208image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum201807
5-th percentile201807
Q1201808
median201809.5
Q3201811
95-th percentile201812
Maximum201812
Range5
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.707967464
Coefficient of variation (CV)8.463265923 × 10-6
Kurtosis-1.268628539
Mean201809.5
Median Absolute Deviation (MAD)1.5
Skewness0
Sum1210857000
Variance2.917152859
MonotonicityIncreasing
2025-04-09T11:29:14.416053image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
201807 1000
16.7%
201808 1000
16.7%
201809 1000
16.7%
201810 1000
16.7%
201811 1000
16.7%
201812 1000
16.7%
ValueCountFrequency (%)
201807 1000
16.7%
201808 1000
16.7%
201809 1000
16.7%
201810 1000
16.7%
201811 1000
16.7%
ValueCountFrequency (%)
201812 1000
16.7%
201811 1000
16.7%
201810 1000
16.7%
201809 1000
16.7%
201808 1000
16.7%

남녀구분코드
Real number (ℝ)

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.469
Minimum1
Maximum2
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:14.472198image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q11
median1
Q32
95-th percentile2
Maximum2
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4990796664
Coefficient of variation (CV)0.3397410935
Kurtosis-1.985218796
Mean1.469
Median Absolute Deviation (MAD)0
Skewness0.124270087
Sum8814
Variance0.2490805134
MonotonicityNot monotonic
2025-04-09T11:29:14.535341image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 3186
53.1%
2 2814
46.9%
ValueCountFrequency (%)
1 3186
53.1%
2 2814
46.9%
ValueCountFrequency (%)
2 2814
46.9%
1 3186
53.1%

연령
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.104
Minimum0
Maximum5
Zeros468
Zeros (%)7.8%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:14.601336image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q33
95-th percentile4
Maximum5
Range5
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.202258252
Coefficient of variation (CV)0.5714155189
Kurtosis-0.4615510973
Mean2.104
Median Absolute Deviation (MAD)1
Skewness0.2625230903
Sum12624
Variance1.445424904
MonotonicityNot monotonic
2025-04-09T11:29:14.669421image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
2 1836
30.6%
1 1542
25.7%
3 1368
22.8%
4 624
 
10.4%
0 468
 
7.8%
5 162
 
2.7%
ValueCountFrequency (%)
0 468
 
7.8%
1 1542
25.7%
2 1836
30.6%
3 1368
22.8%
4 624
 
10.4%
ValueCountFrequency (%)
5 162
 
2.7%
4 624
 
10.4%
3 1368
22.8%
2 1836
30.6%
1 1542
25.7%

회원여부_이용가능
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9588333333
Minimum0
Maximum1
Zeros247
Zeros (%)4.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:14.735942image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1986921035
Coefficient of variation (CV)0.2072227743
Kurtosis19.35155446
Mean0.9588333333
Median Absolute Deviation (MAD)0
Skewness-4.620076196
Sum5753
Variance0.03947855198
MonotonicityNot monotonic
2025-04-09T11:29:14.799769image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 5753
95.9%
0 247
 
4.1%
ValueCountFrequency (%)
0 247
 
4.1%
1 5753
95.9%
ValueCountFrequency (%)
1 5753
95.9%
0 247
 
4.1%

회원여부_이용가능_CA
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8951666667
Minimum0
Maximum1
Zeros629
Zeros (%)10.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:14.851456image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3063640787
Coefficient of variation (CV)0.3422425009
Kurtosis4.66094417
Mean0.8951666667
Median Absolute Deviation (MAD)0
Skewness-2.580579515
Sum5371
Variance0.09385894871
MonotonicityNot monotonic
2025-04-09T11:29:14.925554image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 5371
89.5%
0 629
 
10.5%
ValueCountFrequency (%)
0 629
 
10.5%
1 5371
89.5%
ValueCountFrequency (%)
1 5371
89.5%
0 629
 
10.5%

회원여부_이용가능_카드론
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6356666667
Minimum0
Maximum1
Zeros2186
Zeros (%)36.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:14.988474image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4812828286
Coefficient of variation (CV)0.7571308263
Kurtosis-1.682511135
Mean0.6356666667
Median Absolute Deviation (MAD)0
Skewness-0.5639590524
Sum3814
Variance0.2316331611
MonotonicityNot monotonic
2025-04-09T11:29:15.047269image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 3814
63.6%
0 2186
36.4%
ValueCountFrequency (%)
0 2186
36.4%
1 3814
63.6%
ValueCountFrequency (%)
1 3814
63.6%
0 2186
36.4%

소지여부_신용
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9835
Minimum0
Maximum1
Zeros99
Zeros (%)1.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:15.106887image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1273988033
Coefficient of variation (CV)0.1295361497
Kurtosis55.67021828
Mean0.9835
Median Absolute Deviation (MAD)0
Skewness-7.592869132
Sum5901
Variance0.01623045508
MonotonicityNot monotonic
2025-04-09T11:29:15.163876image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 5901
98.4%
0 99
 
1.7%
ValueCountFrequency (%)
0 99
 
1.7%
1 5901
98.4%
ValueCountFrequency (%)
1 5901
98.4%
0 99
 
1.7%

소지카드수_유효_신용
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.247333333
Minimum0
Maximum3
Zeros91
Zeros (%)1.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:15.223157image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median1
Q31
95-th percentile2
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5533629827
Coefficient of variation (CV)0.4436368114
Kurtosis2.530554671
Mean1.247333333
Median Absolute Deviation (MAD)0
Skewness1.618039589
Sum7484
Variance0.3062105907
MonotonicityNot monotonic
2025-04-09T11:29:15.280950image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
1 4603
76.7%
2 1037
 
17.3%
3 269
 
4.5%
0 91
 
1.5%
ValueCountFrequency (%)
0 91
 
1.5%
1 4603
76.7%
2 1037
 
17.3%
3 269
 
4.5%
ValueCountFrequency (%)
3 269
 
4.5%
2 1037
 
17.3%
1 4603
76.7%
0 91
 
1.5%

소지카드수_이용가능_신용
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.169333333
Minimum0
Maximum3
Zeros441
Zeros (%)7.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:15.326445image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q31
95-th percentile2
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.603920808
Coefficient of variation (CV)0.5164659133
Kurtosis1.885970315
Mean1.169333333
Median Absolute Deviation (MAD)0
Skewness0.9549346435
Sum7016
Variance0.3647203423
MonotonicityNot monotonic
2025-04-09T11:29:15.388950image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
1 4333
72.2%
2 995
 
16.6%
0 441
 
7.3%
3 231
 
3.9%
ValueCountFrequency (%)
0 441
 
7.3%
1 4333
72.2%
2 995
 
16.6%
3 231
 
3.9%
ValueCountFrequency (%)
3 231
 
3.9%
2 995
 
16.6%
1 4333
72.2%
0 441
 
7.3%

입회일자_신용
Real number (ℝ)

Distinct240
Distinct (%)4.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean20117253.7
Minimum19930601
Maximum20180601
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:15.457960image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum19930601
5-th percentile19980201
Q120090301
median20131201
Q320170501
95-th percentile20180601
Maximum20180601
Range250000
Interquartile range (IQR)80200

Descriptive statistics

Standard deviation63801.48455
Coefficient of variation (CV)0.003171480834
Kurtosis0.252284955
Mean20117253.7
Median Absolute Deviation (MAD)39500
Skewness-1.110444771
Sum1.207035222 × 1011
Variance4070629431
MonotonicityNot monotonic
2025-04-09T11:29:15.526964image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
20180601 738
 
12.3%
20160901 96
 
1.6%
20170801 78
 
1.3%
20180501 72
 
1.2%
20170501 72
 
1.2%
20121201 72
 
1.2%
20171101 66
 
1.1%
20171201 66
 
1.1%
20130501 66
 
1.1%
20180401 66
 
1.1%
Other values (230) 4608
76.8%
ValueCountFrequency (%)
19930601 6
0.1%
19930901 6
0.1%
19940201 6
0.1%
19940501 6
0.1%
19940601 6
0.1%
ValueCountFrequency (%)
20180601 738
12.3%
20180501 72
 
1.2%
20180401 66
 
1.1%
20180301 60
 
1.0%
20180201 48
 
0.8%

입회경과개월수_신용
Real number (ℝ)

Distinct303
Distinct (%)5.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean79.88633333
Minimum2
Maximum306
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:15.605095image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum2
5-th percentile4
Q118
median59
Q3115
95-th percentile248
Maximum306
Range304
Interquartile range (IQR)97

Descriptive statistics

Standard deviation76.47850836
Coefficient of variation (CV)0.9573415773
Kurtosis0.239910244
Mean79.88633333
Median Absolute Deviation (MAD)44
Skewness1.111523258
Sum479318
Variance5848.96224
MonotonicityNot monotonic
2025-04-09T11:29:15.689730image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
6 287
 
4.8%
5 156
 
2.6%
4 146
 
2.4%
3 135
 
2.2%
2 123
 
2.1%
16 67
 
1.1%
12 64
 
1.1%
13 63
 
1.1%
15 60
 
1.0%
14 60
 
1.0%
Other values (293) 4839
80.7%
ValueCountFrequency (%)
2 123
2.1%
3 135
2.2%
4 146
2.4%
5 156
2.6%
6 287
4.8%
ValueCountFrequency (%)
306 2
< 0.1%
305 1
 
< 0.1%
304 1
 
< 0.1%
303 3
0.1%
302 2
< 0.1%

회원여부_연체
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.02183333333
Minimum0
Maximum1
Zeros5869
Zeros (%)97.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:15.758774image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1461512878
Coefficient of variation (CV)6.693952112
Kurtosis40.85888835
Mean0.02183333333
Median Absolute Deviation (MAD)0
Skewness6.54562975
Sum131
Variance0.02136019892
MonotonicityNot monotonic
2025-04-09T11:29:15.821292image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5869
97.8%
1 131
 
2.2%
ValueCountFrequency (%)
0 5869
97.8%
1 131
 
2.2%
ValueCountFrequency (%)
1 131
 
2.2%
0 5869
97.8%

이용거절여부_카드론
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1941666667
Minimum0
Maximum1
Zeros4835
Zeros (%)80.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:15.874694image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3955907661
Coefficient of variation (CV)2.037377336
Kurtosis0.3924928227
Mean0.1941666667
Median Absolute Deviation (MAD)0
Skewness1.546726253
Sum1165
Variance0.1564920542
MonotonicityNot monotonic
2025-04-09T11:29:15.943706image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 4835
80.6%
1 1165
 
19.4%
ValueCountFrequency (%)
0 4835
80.6%
1 1165
 
19.4%
ValueCountFrequency (%)
1 1165
 
19.4%
0 4835
80.6%

동의여부_한도증액안내
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.09183333333
Minimum0
Maximum1
Zeros5449
Zeros (%)90.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:16.006206image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2888146024
Coefficient of variation (CV)3.144986596
Kurtosis5.996407341
Mean0.09183333333
Median Absolute Deviation (MAD)0
Skewness2.827438532
Sum551
Variance0.08341387453
MonotonicityNot monotonic
2025-04-09T11:29:16.059590image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5449
90.8%
1 551
 
9.2%
ValueCountFrequency (%)
0 5449
90.8%
1 551
 
9.2%
ValueCountFrequency (%)
1 551
 
9.2%
0 5449
90.8%

수신거부여부_TM
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3675
Minimum0
Maximum1
Zeros3795
Zeros (%)63.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:16.128597image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.482164388
Coefficient of variation (CV)1.31201194
Kurtosis-1.698298982
Mean0.3675
Median Absolute Deviation (MAD)0
Skewness0.5497883489
Sum2205
Variance0.2324824971
MonotonicityNot monotonic
2025-04-09T11:29:16.183933image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 3795
63.2%
1 2205
36.8%
ValueCountFrequency (%)
0 3795
63.2%
1 2205
36.8%
ValueCountFrequency (%)
1 2205
36.8%
0 3795
63.2%

수신거부여부_DM
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3168333333
Minimum0
Maximum1
Zeros4099
Zeros (%)68.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:16.250707image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4652806177
Coefficient of variation (CV)1.468534301
Kurtosis-1.380144806
Mean0.3168333333
Median Absolute Deviation (MAD)0
Skewness0.7876010115
Sum1901
Variance0.2164860532
MonotonicityNot monotonic
2025-04-09T11:29:16.317304image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 4099
68.3%
1 1901
31.7%
ValueCountFrequency (%)
0 4099
68.3%
1 1901
31.7%
ValueCountFrequency (%)
1 1901
31.7%
0 4099
68.3%

수신거부여부_메일
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3231666667
Minimum0
Maximum1
Zeros4061
Zeros (%)67.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:16.367427image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4677247409
Coefficient of variation (CV)1.447317404
Kurtosis-1.428343025
Mean0.3231666667
Median Absolute Deviation (MAD)0
Skewness0.7563948705
Sum1939
Variance0.2187664333
MonotonicityNot monotonic
2025-04-09T11:29:16.434129image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 4061
67.7%
1 1939
32.3%
ValueCountFrequency (%)
0 4061
67.7%
1 1939
32.3%
ValueCountFrequency (%)
1 1939
32.3%
0 4061
67.7%

수신거부여부_SMS
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.38
Minimum0
Maximum1
Zeros3720
Zeros (%)62.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:16.484281image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4854268979
Coefficient of variation (CV)1.277439205
Kurtosis-1.75598097
Mean0.38
Median Absolute Deviation (MAD)0
Skewness0.4945750384
Sum2280
Variance0.2356392732
MonotonicityNot monotonic
2025-04-09T11:29:16.561615image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 3720
62.0%
1 2280
38.0%
ValueCountFrequency (%)
0 3720
62.0%
1 2280
38.0%
ValueCountFrequency (%)
1 2280
38.0%
0 3720
62.0%

가입통신회사코드
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.566833333
Minimum0
Maximum3
Zeros1286
Zeros (%)21.4%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:16.617477image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q32
95-th percentile3
Maximum3
Range3
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.003012618
Coefficient of variation (CV)0.6401527185
Kurtosis-0.9986011302
Mean1.566833333
Median Absolute Deviation (MAD)1
Skewness-0.3279589164
Sum9401
Variance1.006034311
MonotonicityNot monotonic
2025-04-09T11:29:16.667501image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
2 2697
45.0%
0 1286
21.4%
1 1022
 
17.0%
3 995
 
16.6%
ValueCountFrequency (%)
0 1286
21.4%
1 1022
 
17.0%
2 2697
45.0%
3 995
 
16.6%
ValueCountFrequency (%)
3 995
 
16.6%
2 2697
45.0%
1 1022
 
17.0%
0 1286
21.4%

탈회횟수_누적
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5056666667
Minimum0
Maximum2
Zeros3544
Zeros (%)59.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:16.739756image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile2
Maximum2
Range2
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.6653633145
Coefficient of variation (CV)1.31581407
Kurtosis-0.2549573152
Mean0.5056666667
Median Absolute Deviation (MAD)0
Skewness0.9608615678
Sum3034
Variance0.4427083403
MonotonicityNot monotonic
2025-04-09T11:29:16.806506image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 3544
59.1%
1 1878
31.3%
2 578
 
9.6%
ValueCountFrequency (%)
0 3544
59.1%
1 1878
31.3%
2 578
 
9.6%
ValueCountFrequency (%)
2 578
 
9.6%
1 1878
31.3%
0 3544
59.1%

최종탈회후경과월
Real number (ℝ)

Zeros 

Distinct56
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean27.03933333
Minimum0
Maximum115
Zeros3560
Zeros (%)59.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:16.883885image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q348
95-th percentile105
Maximum115
Range115
Interquartile range (IQR)48

Descriptive statistics

Standard deviation38.27326212
Coefficient of variation (CV)1.41546619
Kurtosis-0.2692266858
Mean27.03933333
Median Absolute Deviation (MAD)0
Skewness1.098157472
Sum162236
Variance1464.842593
MonotonicityNot monotonic
2025-04-09T11:29:16.968001image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3560
59.3%
47 185
 
3.1%
46 183
 
3.0%
48 178
 
3.0%
45 152
 
2.5%
49 145
 
2.4%
104 113
 
1.9%
103 113
 
1.9%
105 108
 
1.8%
102 101
 
1.7%
Other values (46) 1162
 
19.4%
ValueCountFrequency (%)
0 3560
59.3%
1 15
 
0.2%
2 14
 
0.2%
3 13
 
0.2%
4 12
 
0.2%
ValueCountFrequency (%)
115 1
 
< 0.1%
114 2
 
< 0.1%
113 4
0.1%
112 6
0.1%
111 9
0.1%

탈회횟수_발급6개월이내
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.04366666667
Minimum0
Maximum1
Zeros5738
Zeros (%)95.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:17.034107image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.204369396
Coefficient of variation (CV)4.680215176
Kurtosis17.96238887
Mean0.04366666667
Median Absolute Deviation (MAD)0
Skewness4.467258837
Sum262
Variance0.04176685003
MonotonicityNot monotonic
2025-04-09T11:29:17.101592image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5738
95.6%
1 262
 
4.4%
ValueCountFrequency (%)
0 5738
95.6%
1 262
 
4.4%
ValueCountFrequency (%)
1 262
 
4.4%
0 5738
95.6%

탈회횟수_발급1년이내
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.06683333333
Minimum0
Maximum1
Zeros5599
Zeros (%)93.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:17.177603image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.249753949
Coefficient of variation (CV)3.736966819
Kurtosis10.04358098
Mean0.06683333333
Median Absolute Deviation (MAD)0
Skewness3.469903922
Sum401
Variance0.06237703506
MonotonicityNot monotonic
2025-04-09T11:29:17.240243image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5599
93.3%
1 401
 
6.7%
ValueCountFrequency (%)
0 5599
93.3%
1 401
 
6.7%
ValueCountFrequency (%)
1 401
 
6.7%
0 5599
93.3%

거주시도명
Real number (ℝ)

Distinct17
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.208833333
Minimum0
Maximum16
Zeros28
Zeros (%)0.5%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:17.300049image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median7
Q38
95-th percentile15
Maximum16
Range16
Interquartile range (IQR)7

Descriptive statistics

Standard deviation4.241487987
Coefficient of variation (CV)0.6831376781
Kurtosis-0.5871076467
Mean6.208833333
Median Absolute Deviation (MAD)4
Skewness0.3133948191
Sum37253
Variance17.99022034
MonotonicityNot monotonic
2025-04-09T11:29:17.367507image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=17)
ValueCountFrequency (%)
8 1801
30.0%
1 1620
27.0%
11 452
 
7.5%
6 366
 
6.1%
7 303
 
5.1%
16 271
 
4.5%
10 228
 
3.8%
3 212
 
3.5%
2 207
 
3.5%
5 167
 
2.8%
Other values (7) 373
 
6.2%
ValueCountFrequency (%)
0 28
 
0.5%
1 1620
27.0%
2 207
 
3.5%
3 212
 
3.5%
4 113
 
1.9%
ValueCountFrequency (%)
16 271
4.5%
15 53
 
0.9%
14 7
 
0.1%
13 29
 
0.5%
12 142
2.4%

직장시도명
Real number (ℝ)

Distinct18
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.294833333
Minimum0
Maximum17
Zeros39
Zeros (%)0.7%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:17.473790image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median8
Q311
95-th percentile17
Maximum17
Range17
Interquartile range (IQR)10

Descriptive statistics

Standard deviation5.237443248
Coefficient of variation (CV)0.7179661287
Kurtosis-0.7928779075
Mean7.294833333
Median Absolute Deviation (MAD)4
Skewness0.4281868002
Sum43769
Variance27.43081177
MonotonicityNot monotonic
2025-04-09T11:29:17.542488image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=18)
ValueCountFrequency (%)
8 1525
25.4%
1 1463
24.4%
17 615
10.2%
11 408
 
6.8%
7 302
 
5.0%
6 302
 
5.0%
16 257
 
4.3%
2 208
 
3.5%
3 198
 
3.3%
10 198
 
3.3%
Other values (8) 524
 
8.7%
ValueCountFrequency (%)
0 39
 
0.7%
1 1463
24.4%
2 208
 
3.5%
3 198
 
3.3%
4 103
 
1.7%
ValueCountFrequency (%)
17 615
10.2%
16 257
4.3%
15 44
 
0.7%
14 8
 
0.1%
13 46
 
0.8%

마케팅동의여부
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8075
Minimum0
Maximum1
Zeros1155
Zeros (%)19.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:17.610520image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3942964134
Coefficient of variation (CV)0.488292772
Kurtosis0.4345571675
Mean0.8075
Median Absolute Deviation (MAD)0
Skewness-1.560260371
Sum4845
Variance0.1554696616
MonotonicityNot monotonic
2025-04-09T11:29:17.669909image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 4845
80.8%
0 1155
 
19.2%
ValueCountFrequency (%)
0 1155
 
19.2%
1 4845
80.8%
ValueCountFrequency (%)
1 4845
80.8%
0 1155
 
19.2%

유효카드수_신용체크
Real number (ℝ)

Zeros 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.082666667
Minimum0
Maximum7
Zeros77
Zeros (%)1.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:17.723936image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median2
Q33
95-th percentile4
Maximum7
Range7
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.253699133
Coefficient of variation (CV)0.6019682136
Kurtosis1.294060236
Mean2.082666667
Median Absolute Deviation (MAD)1
Skewness1.167470818
Sum12496
Variance1.571761516
MonotonicityNot monotonic
2025-04-09T11:29:17.784344image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
1 2390
39.8%
2 1761
29.3%
3 925
 
15.4%
4 560
 
9.3%
5 196
 
3.3%
0 77
 
1.3%
6 48
 
0.8%
7 43
 
0.7%
ValueCountFrequency (%)
0 77
 
1.3%
1 2390
39.8%
2 1761
29.3%
3 925
 
15.4%
4 560
 
9.3%
ValueCountFrequency (%)
7 43
 
0.7%
6 48
 
0.8%
5 196
 
3.3%
4 560
9.3%
3 925
15.4%

유효카드수_신용
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.525
Minimum0
Maximum5
Zeros95
Zeros (%)1.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:17.844501image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median1
Q32
95-th percentile3
Maximum5
Range5
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.8505854352
Coefficient of variation (CV)0.5577609411
Kurtosis1.698618312
Mean1.525
Median Absolute Deviation (MAD)0
Skewness1.42090639
Sum9150
Variance0.7234955826
MonotonicityNot monotonic
2025-04-09T11:29:17.895906image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
1 3700
61.7%
2 1433
 
23.9%
3 523
 
8.7%
4 230
 
3.8%
0 95
 
1.6%
5 19
 
0.3%
ValueCountFrequency (%)
0 95
 
1.6%
1 3700
61.7%
2 1433
 
23.9%
3 523
 
8.7%
4 230
 
3.8%
ValueCountFrequency (%)
5 19
 
0.3%
4 230
 
3.8%
3 523
 
8.7%
2 1433
 
23.9%
1 3700
61.7%

유효카드수_신용_가족
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.039
Minimum0
Maximum2
Zeros5796
Zeros (%)96.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:17.967150image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2179149249
Coefficient of variation (CV)5.587562176
Kurtosis40.8083139
Mean0.039
Median Absolute Deviation (MAD)0
Skewness6.128400168
Sum234
Variance0.04748691449
MonotonicityNot monotonic
2025-04-09T11:29:18.017381image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5796
96.6%
1 174
 
2.9%
2 30
 
0.5%
ValueCountFrequency (%)
0 5796
96.6%
1 174
 
2.9%
2 30
 
0.5%
ValueCountFrequency (%)
2 30
 
0.5%
1 174
 
2.9%
0 5796
96.6%

유효카드수_체크
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5576666667
Minimum0
Maximum3
Zeros3660
Zeros (%)61.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:18.100108image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile2
Maximum3
Range3
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.8202357507
Coefficient of variation (CV)1.470835178
Kurtosis1.456427339
Mean0.5576666667
Median Absolute Deviation (MAD)0
Skewness1.46646015
Sum3346
Variance0.6727866867
MonotonicityNot monotonic
2025-04-09T11:29:18.168029image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 3660
61.0%
1 1606
26.8%
2 462
 
7.7%
3 272
 
4.5%
ValueCountFrequency (%)
0 3660
61.0%
1 1606
26.8%
2 462
 
7.7%
3 272
 
4.5%
ValueCountFrequency (%)
3 272
 
4.5%
2 462
 
7.7%
1 1606
26.8%
0 3660
61.0%

유효카드수_체크_가족
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0001666666667
Minimum0
Maximum1
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:18.233882image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.01290994449
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.0001666666667
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum1
Variance0.0001666666667
MonotonicityNot monotonic
2025-04-09T11:29:18.302608image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
1 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
1 1
 
< 0.1%
ValueCountFrequency (%)
1 1
 
< 0.1%
0 5999
> 99.9%

이용가능카드수_신용체크
Real number (ℝ)

Zeros 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.975833333
Minimum0
Maximum7
Zeros238
Zeros (%)4.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:18.352362image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median2
Q33
95-th percentile4
Maximum7
Range7
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.263137057
Coefficient of variation (CV)0.6392933228
Kurtosis1.435848269
Mean1.975833333
Median Absolute Deviation (MAD)1
Skewness1.153477135
Sum11855
Variance1.595515225
MonotonicityNot monotonic
2025-04-09T11:29:18.421575image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
1 2437
40.6%
2 1714
28.6%
3 840
 
14.0%
4 508
 
8.5%
0 238
 
4.0%
5 183
 
3.0%
7 43
 
0.7%
6 37
 
0.6%
ValueCountFrequency (%)
0 238
 
4.0%
1 2437
40.6%
2 1714
28.6%
3 840
 
14.0%
4 508
 
8.5%
ValueCountFrequency (%)
7 43
 
0.7%
6 37
 
0.6%
5 183
 
3.0%
4 508
8.5%
3 840
14.0%

이용가능카드수_신용
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.421166667
Minimum0
Maximum5
Zeros382
Zeros (%)6.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:18.480352image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q32
95-th percentile3
Maximum5
Range5
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.8744023114
Coefficient of variation (CV)0.6152707715
Kurtosis1.730118378
Mean1.421166667
Median Absolute Deviation (MAD)0
Skewness1.248959595
Sum8527
Variance0.7645794021
MonotonicityNot monotonic
2025-04-09T11:29:18.542151image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
1 3632
60.5%
2 1303
 
21.7%
3 460
 
7.7%
0 382
 
6.4%
4 206
 
3.4%
5 17
 
0.3%
ValueCountFrequency (%)
0 382
 
6.4%
1 3632
60.5%
2 1303
 
21.7%
3 460
 
7.7%
4 206
 
3.4%
ValueCountFrequency (%)
5 17
 
0.3%
4 206
 
3.4%
3 460
 
7.7%
2 1303
 
21.7%
1 3632
60.5%

이용가능카드수_신용_가족
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03883333333
Minimum0
Maximum2
Zeros5797
Zeros (%)96.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:18.599482image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2175619324
Coefficient of variation (CV)5.602453194
Kurtosis41.0486527
Mean0.03883333333
Median Absolute Deviation (MAD)0
Skewness6.146205424
Sum233
Variance0.04733319442
MonotonicityNot monotonic
2025-04-09T11:29:18.648684image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5797
96.6%
1 173
 
2.9%
2 30
 
0.5%
ValueCountFrequency (%)
0 5797
96.6%
1 173
 
2.9%
2 30
 
0.5%
ValueCountFrequency (%)
2 30
 
0.5%
1 173
 
2.9%
0 5797
96.6%

이용가능카드수_체크
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5546666667
Minimum0
Maximum3
Zeros3668
Zeros (%)61.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:18.726809image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile2
Maximum3
Range3
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.8177956268
Coefficient of variation (CV)1.474391154
Kurtosis1.485417516
Mean0.5546666667
Median Absolute Deviation (MAD)0
Skewness1.473201438
Sum3328
Variance0.6687896872
MonotonicityNot monotonic
2025-04-09T11:29:18.799881image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 3668
61.1%
1 1605
26.8%
2 458
 
7.6%
3 269
 
4.5%
ValueCountFrequency (%)
0 3668
61.1%
1 1605
26.8%
2 458
 
7.6%
3 269
 
4.5%
ValueCountFrequency (%)
3 269
 
4.5%
2 458
 
7.6%
1 1605
26.8%
0 3668
61.1%

이용가능카드수_체크_가족
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0001666666667
Minimum0
Maximum1
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:18.867611image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.01290994449
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.0001666666667
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum1
Variance0.0001666666667
MonotonicityNot monotonic
2025-04-09T11:29:18.936599image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
1 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
1 1
 
< 0.1%
ValueCountFrequency (%)
1 1
 
< 0.1%
0 5999
> 99.9%

이용카드수_신용체크
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.3625
Minimum0
Maximum6
Zeros1000
Zeros (%)16.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:19.001196image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q32
95-th percentile3
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.9996300783
Coefficient of variation (CV)0.7336734519
Kurtosis0.9944625152
Mean1.3625
Median Absolute Deviation (MAD)1
Skewness0.8897822135
Sum8175
Variance0.9992602934
MonotonicityNot monotonic
2025-04-09T11:29:19.067285image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
1 2823
47.0%
2 1436
23.9%
0 1000
 
16.7%
3 532
 
8.9%
4 162
 
2.7%
5 46
 
0.8%
6 1
 
< 0.1%
ValueCountFrequency (%)
0 1000
 
16.7%
1 2823
47.0%
2 1436
23.9%
3 532
 
8.9%
4 162
 
2.7%
ValueCountFrequency (%)
6 1
 
< 0.1%
5 46
 
0.8%
4 162
 
2.7%
3 532
 
8.9%
2 1436
23.9%

이용카드수_신용
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.194333333
Minimum0
Maximum4
Zeros1138
Zeros (%)19.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:19.129396image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q32
95-th percentile3
Maximum4
Range4
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.875230766
Coefficient of variation (CV)0.7328195082
Kurtosis0.8883446377
Mean1.194333333
Median Absolute Deviation (MAD)0
Skewness0.815490347
Sum7166
Variance0.7660288937
MonotonicityNot monotonic
2025-04-09T11:29:19.203318image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
1 3132
52.2%
2 1272
21.2%
0 1138
 
19.0%
3 342
 
5.7%
4 116
 
1.9%
ValueCountFrequency (%)
0 1138
 
19.0%
1 3132
52.2%
2 1272
21.2%
3 342
 
5.7%
4 116
 
1.9%
ValueCountFrequency (%)
4 116
 
1.9%
3 342
 
5.7%
2 1272
21.2%
1 3132
52.2%
0 1138
 
19.0%

이용카드수_신용_가족
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03383333333
Minimum0
Maximum2
Zeros5821
Zeros (%)97.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:19.269284image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2017310622
Coefficient of variation (CV)5.962494449
Kurtosis46.74498593
Mean0.03383333333
Median Absolute Deviation (MAD)0
Skewness6.540148649
Sum203
Variance0.04069542146
MonotonicityNot monotonic
2025-04-09T11:29:19.335898image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5821
97.0%
1 155
 
2.6%
2 24
 
0.4%
ValueCountFrequency (%)
0 5821
97.0%
1 155
 
2.6%
2 24
 
0.4%
ValueCountFrequency (%)
2 24
 
0.4%
1 155
 
2.6%
0 5821
97.0%

이용카드수_체크
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1681666667
Minimum0
Maximum2
Zeros5015
Zeros (%)83.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:19.417116image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3845923696
Coefficient of variation (CV)2.286971474
Kurtosis2.599539734
Mean0.1681666667
Median Absolute Deviation (MAD)0
Skewness1.983957521
Sum1009
Variance0.1479112908
MonotonicityNot monotonic
2025-04-09T11:29:19.483144image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5015
83.6%
1 961
 
16.0%
2 24
 
0.4%
ValueCountFrequency (%)
0 5015
83.6%
1 961
 
16.0%
2 24
 
0.4%
ValueCountFrequency (%)
2 24
 
0.4%
1 961
 
16.0%
0 5015
83.6%

이용금액_R3M_신용체크
Real number (ℝ)

Zeros 

Distinct4687
Distinct (%)78.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17446.16017
Minimum-5551
Maximum168108
Zeros1038
Zeros (%)17.3%
Negative307
Negative (%)5.1%
Memory size47.0 KiB
2025-04-09T11:29:19.557214image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-5551
5-th percentile-40.35
Q1881
median8523.5
Q321355.75
95-th percentile71611.6
Maximum168108
Range173659
Interquartile range (IQR)20474.75

Descriptive statistics

Standard deviation24611.16908
Coefficient of variation (CV)1.410692602
Kurtosis5.878529689
Mean17446.16017
Median Absolute Deviation (MAD)8523.5
Skewness2.281799207
Sum104676961
Variance605709643.5
MonotonicityNot monotonic
2025-04-09T11:29:19.639341image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1038
 
17.3%
6643 3
 
0.1%
4422 3
 
0.1%
6271 3
 
0.1%
1545 3
 
0.1%
6887 3
 
0.1%
1953 3
 
0.1%
17010 3
 
0.1%
5830 3
 
0.1%
6911 3
 
0.1%
Other values (4677) 4935
82.2%
ValueCountFrequency (%)
-5551 1
< 0.1%
-4335 1
< 0.1%
-4326 1
< 0.1%
-4107 1
< 0.1%
-3971 1
< 0.1%
ValueCountFrequency (%)
168108 1
< 0.1%
167542 1
< 0.1%
163886 1
< 0.1%
161247 1
< 0.1%
156797 1
< 0.1%

이용금액_R3M_신용
Real number (ℝ)

Zeros 

Distinct4553
Distinct (%)75.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15533.15033
Minimum-5551
Maximum143232
Zeros1156
Zeros (%)19.3%
Negative385
Negative (%)6.4%
Memory size47.0 KiB
2025-04-09T11:29:19.719608image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-5551
5-th percentile-467.15
Q10
median6973.5
Q319172.75
95-th percentile68211
Maximum143232
Range148783
Interquartile range (IQR)19172.75

Descriptive statistics

Standard deviation22844.23109
Coefficient of variation (CV)1.47067598
Kurtosis5.692001652
Mean15533.15033
Median Absolute Deviation (MAD)6973.5
Skewness2.301468525
Sum93198902
Variance521858893.9
MonotonicityNot monotonic
2025-04-09T11:29:19.797986image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1156
 
19.3%
6887 3
 
0.1%
4422 3
 
0.1%
6372 3
 
0.1%
6271 3
 
0.1%
2212 3
 
0.1%
6911 3
 
0.1%
6643 3
 
0.1%
1953 3
 
0.1%
2766 3
 
0.1%
Other values (4543) 4817
80.3%
ValueCountFrequency (%)
-5551 1
< 0.1%
-4685 1
< 0.1%
-4335 1
< 0.1%
-4326 1
< 0.1%
-4107 1
< 0.1%
ValueCountFrequency (%)
143232 1
< 0.1%
139289 1
< 0.1%
137040 1
< 0.1%
136575 1
< 0.1%
135875 1
< 0.1%

이용금액_R3M_신용_가족
Real number (ℝ)

Zeros 

Distinct183
Distinct (%)3.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean300.5998333
Minimum0
Maximum19715
Zeros5817
Zeros (%)97.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:19.882644image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum19715
Range19715
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1738.832335
Coefficient of variation (CV)5.784541912
Kurtosis35.81122199
Mean300.5998333
Median Absolute Deviation (MAD)0
Skewness5.95129271
Sum1803599
Variance3023537.888
MonotonicityNot monotonic
2025-04-09T11:29:19.967438image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5817
97.0%
8967 2
 
< 0.1%
11848 1
 
< 0.1%
10858 1
 
< 0.1%
7871 1
 
< 0.1%
7999 1
 
< 0.1%
7790 1
 
< 0.1%
9516 1
 
< 0.1%
11204 1
 
< 0.1%
9299 1
 
< 0.1%
Other values (173) 173
 
2.9%
ValueCountFrequency (%)
0 5817
97.0%
5634 1
 
< 0.1%
6620 1
 
< 0.1%
6903 1
 
< 0.1%
7001 1
 
< 0.1%
ValueCountFrequency (%)
19715 1
< 0.1%
16992 1
< 0.1%
16099 1
< 0.1%
15384 1
< 0.1%
15105 1
< 0.1%

이용금액_R3M_체크
Real number (ℝ)

Zeros 

Distinct950
Distinct (%)15.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1912.9485
Minimum0
Maximum96614
Zeros5011
Zeros (%)83.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:20.067724image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile8809.5
Maximum96614
Range96614
Interquartile range (IQR)0

Descriptive statistics

Standard deviation7891.642424
Coefficient of variation (CV)4.125381538
Kurtosis46.85881709
Mean1912.9485
Median Absolute Deviation (MAD)0
Skewness6.343576938
Sum11477691
Variance62278020.15
MonotonicityNot monotonic
2025-04-09T11:29:20.151966image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5011
83.5%
1656 2
 
< 0.1%
2913 2
 
< 0.1%
2251 2
 
< 0.1%
2071 2
 
< 0.1%
2589 2
 
< 0.1%
1920 2
 
< 0.1%
3025 2
 
< 0.1%
2244 2
 
< 0.1%
2721 2
 
< 0.1%
Other values (940) 971
 
16.2%
ValueCountFrequency (%)
0 5011
83.5%
610 1
 
< 0.1%
681 1
 
< 0.1%
709 1
 
< 0.1%
768 1
 
< 0.1%
ValueCountFrequency (%)
96614 1
< 0.1%
95997 1
< 0.1%
93305 1
< 0.1%
88027 1
< 0.1%
83966 1
< 0.1%

_1순위카드이용금액
Real number (ℝ)

Zeros 

Distinct4496
Distinct (%)74.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11328.099
Minimum-3607
Maximum100190
Zeros1156
Zeros (%)19.3%
Negative286
Negative (%)4.8%
Memory size47.0 KiB
2025-04-09T11:29:20.230092image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-3607
5-th percentile0
Q1197.5
median5790
Q315828
95-th percentile43919
Maximum100190
Range103797
Interquartile range (IQR)15630.5

Descriptive statistics

Standard deviation15284.13658
Coefficient of variation (CV)1.349223429
Kurtosis5.565827719
Mean11328.099
Median Absolute Deviation (MAD)5790
Skewness2.182591734
Sum67968594
Variance233604830.9
MonotonicityNot monotonic
2025-04-09T11:29:20.314726image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1156
 
19.3%
10462 4
 
0.1%
1501 3
 
0.1%
24035 3
 
0.1%
10470 3
 
0.1%
1371 3
 
0.1%
-418 3
 
0.1%
2415 3
 
0.1%
10201 3
 
0.1%
5126 3
 
0.1%
Other values (4486) 4816
80.3%
ValueCountFrequency (%)
-3607 1
< 0.1%
-2508 1
< 0.1%
-2419 1
< 0.1%
-2407 1
< 0.1%
-2280 1
< 0.1%
ValueCountFrequency (%)
100190 1
< 0.1%
97082 1
< 0.1%
95817 1
< 0.1%
95416 1
< 0.1%
93239 1
< 0.1%

_1순위카드이용건수
Real number (ℝ)

Zeros 

Distinct215
Distinct (%)3.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean38.76
Minimum-2
Maximum213
Zeros163
Zeros (%)2.7%
Negative1269
Negative (%)21.1%
Memory size47.0 KiB
2025-04-09T11:29:20.383735image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q11
median16
Q358
95-th percentile161
Maximum213
Range215
Interquartile range (IQR)57

Descriptive statistics

Standard deviation51.31373029
Coefficient of variation (CV)1.32388365
Kurtosis1.441643512
Mean38.76
Median Absolute Deviation (MAD)18
Skewness1.511275754
Sum232560
Variance2633.098916
MonotonicityNot monotonic
2025-04-09T11:29:20.468368image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-2 1105
 
18.4%
-1 164
 
2.7%
0 163
 
2.7%
2 156
 
2.6%
3 147
 
2.5%
1 142
 
2.4%
4 132
 
2.2%
5 118
 
2.0%
6 113
 
1.9%
7 98
 
1.6%
Other values (205) 3662
61.0%
ValueCountFrequency (%)
-2 1105
18.4%
-1 164
 
2.7%
0 163
 
2.7%
1 142
 
2.4%
2 156
 
2.6%
ValueCountFrequency (%)
213 1
 
< 0.1%
212 3
0.1%
211 1
 
< 0.1%
209 2
< 0.1%
208 3
0.1%

_1순위신용체크구분
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0475
Minimum0
Maximum2
Zeros5785
Zeros (%)96.4%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:20.537374image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2618940907
Coefficient of variation (CV)5.513559805
Kurtosis37.31687959
Mean0.0475
Median Absolute Deviation (MAD)0
Skewness5.994258439
Sum285
Variance0.06858851475
MonotonicityNot monotonic
2025-04-09T11:29:20.599902image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5785
96.4%
1 145
 
2.4%
2 70
 
1.2%
ValueCountFrequency (%)
0 5785
96.4%
1 145
 
2.4%
2 70
 
1.2%
ValueCountFrequency (%)
2 70
 
1.2%
1 145
 
2.4%
0 5785
96.4%

_2순위카드이용금액
Real number (ℝ)

Zeros 

Distinct1703
Distinct (%)28.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3286.985833
Minimum-2656
Maximum56424
Zeros4224
Zeros (%)70.4%
Negative19
Negative (%)0.3%
Memory size47.0 KiB
2025-04-09T11:29:20.668927image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-2656
5-th percentile0
Q10
median0
Q33470.75
95-th percentile17989.2
Maximum56424
Range59080
Interquartile range (IQR)3470.75

Descriptive statistics

Standard deviation7235.254255
Coefficient of variation (CV)2.201182062
Kurtosis10.95121298
Mean3286.985833
Median Absolute Deviation (MAD)0
Skewness3.07787702
Sum19721915
Variance52348904.13
MonotonicityNot monotonic
2025-04-09T11:29:20.737970image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4224
70.4%
5709 3
 
0.1%
9089 3
 
0.1%
11603 2
 
< 0.1%
17902 2
 
< 0.1%
11323 2
 
< 0.1%
9696 2
 
< 0.1%
9391 2
 
< 0.1%
10951 2
 
< 0.1%
2991 2
 
< 0.1%
Other values (1693) 1756
29.3%
ValueCountFrequency (%)
-2656 1
< 0.1%
-2559 1
< 0.1%
-2276 1
< 0.1%
-2273 1
< 0.1%
-2184 1
< 0.1%
ValueCountFrequency (%)
56424 1
< 0.1%
49863 1
< 0.1%
49698 1
< 0.1%
49612 1
< 0.1%
47796 1
< 0.1%

_2순위카드이용건수
Real number (ℝ)

Zeros 

Distinct164
Distinct (%)2.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.152
Minimum-1
Maximum183
Zeros4229
Zeros (%)70.5%
Negative25
Negative (%)0.4%
Memory size47.0 KiB
2025-04-09T11:29:20.812938image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q316
95-th percentile80
Maximum183
Range184
Interquartile range (IQR)16

Descriptive statistics

Standard deviation29.3339333
Coefficient of variation (CV)2.072776519
Kurtosis6.846987435
Mean14.152
Median Absolute Deviation (MAD)0
Skewness2.576846578
Sum84912
Variance860.4796426
MonotonicityNot monotonic
2025-04-09T11:29:20.884960image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4229
70.5%
25 39
 
0.7%
28 37
 
0.6%
32 36
 
0.6%
33 35
 
0.6%
27 34
 
0.6%
23 34
 
0.6%
19 33
 
0.5%
40 31
 
0.5%
24 31
 
0.5%
Other values (154) 1461
 
24.3%
ValueCountFrequency (%)
-1 25
 
0.4%
0 4229
70.5%
1 5
 
0.1%
2 4
 
0.1%
3 6
 
0.1%
ValueCountFrequency (%)
183 1
< 0.1%
175 1
< 0.1%
168 1
< 0.1%
167 1
< 0.1%
166 1
< 0.1%

_2순위신용체크구분
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.041833333
Minimum0
Maximum2
Zeros2212
Zeros (%)36.9%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:20.953976image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q32
95-th percentile2
Maximum2
Range2
Interquartile range (IQR)2

Descriptive statistics

Standard deviation0.8817858186
Coefficient of variation (CV)0.8463789652
Kurtosis-1.709277771
Mean1.041833333
Median Absolute Deviation (MAD)1
Skewness-0.08143406795
Sum6251
Variance0.7775462299
MonotonicityNot monotonic
2025-04-09T11:29:21.016478image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
2 2463
41.0%
0 2212
36.9%
1 1325
22.1%
ValueCountFrequency (%)
0 2212
36.9%
1 1325
22.1%
2 2463
41.0%
ValueCountFrequency (%)
2 2463
41.0%
1 1325
22.1%
0 2212
36.9%

최종유효년월_신용_이용가능
Real number (ℝ)

Missing 

Distinct68
Distinct (%)1.2%
Missing454
Missing (%)7.6%
Infinite0
Infinite (%)0.0%
Mean202144.7418
Minimum201810
Maximum202406
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:21.085582image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum201810
5-th percentile201910
Q1202101
median202201
Q3202210
95-th percentile202307
Maximum202406
Range596
Interquartile range (IQR)109

Descriptive statistics

Standard deviation117.1407439
Coefficient of variation (CV)0.0005794894433
Kurtosis-0.6086825308
Mean202144.7418
Median Absolute Deviation (MAD)95
Skewness-0.3314079355
Sum1121094738
Variance13721.95388
MonotonicityNot monotonic
2025-04-09T11:29:21.170144image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
202208 181
 
3.0%
202210 181
 
3.0%
202207 167
 
2.8%
202211 164
 
2.7%
202204 164
 
2.7%
202205 162
 
2.7%
202206 162
 
2.7%
202209 158
 
2.6%
202212 158
 
2.6%
202111 153
 
2.5%
Other values (58) 3896
64.9%
(Missing) 454
 
7.6%
ValueCountFrequency (%)
201810 1
 
< 0.1%
201812 2
 
< 0.1%
201901 7
0.1%
201902 3
 
0.1%
201903 16
0.3%
ValueCountFrequency (%)
202406 2
 
< 0.1%
202405 2
 
< 0.1%
202404 8
0.1%
202403 9
0.1%
202402 14
0.2%

최종유효년월_신용_이용
Real number (ℝ)

Missing 

Distinct67
Distinct (%)1.4%
Missing1236
Missing (%)20.6%
Infinite0
Infinite (%)0.0%
Mean202145.1348
Minimum201811
Maximum202406
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:21.239223image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum201811
5-th percentile201912
Q1202102
median202201
Q3202209
95-th percentile202306
Maximum202406
Range595
Interquartile range (IQR)107

Descriptive statistics

Standard deviation110.5079083
Coefficient of variation (CV)0.0005466760722
Kurtosis-0.5574363841
Mean202145.1348
Median Absolute Deviation (MAD)94
Skewness-0.3412675177
Sum963019422
Variance12211.99779
MonotonicityNot monotonic
2025-04-09T11:29:21.317353image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
202207 172
 
2.9%
202209 158
 
2.6%
202206 157
 
2.6%
202210 153
 
2.5%
202208 149
 
2.5%
202212 144
 
2.4%
202211 140
 
2.3%
202203 139
 
2.3%
202111 133
 
2.2%
202204 132
 
2.2%
Other values (57) 3287
54.8%
(Missing) 1236
 
20.6%
ValueCountFrequency (%)
201811 1
 
< 0.1%
201901 1
 
< 0.1%
201902 3
0.1%
201903 1
 
< 0.1%
201904 7
0.1%
ValueCountFrequency (%)
202406 2
 
< 0.1%
202405 1
 
< 0.1%
202404 5
0.1%
202403 3
0.1%
202402 2
 
< 0.1%

최종카드발급일자
Real number (ℝ)

Missing 

Distinct743
Distinct (%)12.6%
Missing101
Missing (%)1.7%
Infinite0
Infinite (%)0.0%
Mean20164618.88
Minimum20140204
Maximum20181209
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:21.402203image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum20140204
5-th percentile20141008
Q120160212
median20170127
Q320171012.5
95-th percentile20180709.1
Maximum20181209
Range41005
Interquartile range (IQR)10800.5

Descriptive statistics

Standard deviation11613.62274
Coefficient of variation (CV)0.0005759406022
Kurtosis-0.5997538511
Mean20164618.88
Median Absolute Deviation (MAD)9504
Skewness-0.4763508763
Sum1.189510868 × 1011
Variance134876233.2
MonotonicityNot monotonic
2025-04-09T11:29:21.486941image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
20171119 30
 
0.5%
20170605 24
 
0.4%
20170510 24
 
0.4%
20160811 24
 
0.4%
20170729 24
 
0.4%
20180708 22
 
0.4%
20170816 19
 
0.3%
20180726 19
 
0.3%
20171016 18
 
0.3%
20160210 18
 
0.3%
Other values (733) 5677
94.6%
(Missing) 101
 
1.7%
ValueCountFrequency (%)
20140204 6
0.1%
20140217 6
0.1%
20140308 6
0.1%
20140315 6
0.1%
20140405 6
0.1%
ValueCountFrequency (%)
20181209 2
< 0.1%
20181203 1
 
< 0.1%
20181130 2
< 0.1%
20181124 4
0.1%
20181116 2
< 0.1%

보유여부_해외겸용_본인
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.7633333333
Minimum0
Maximum1
Zeros1420
Zeros (%)23.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:21.540218image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4250713703
Coefficient of variation (CV)0.5568620571
Kurtosis-0.4639909548
Mean0.7633333333
Median Absolute Deviation (MAD)0
Skewness-1.23942076
Sum4580
Variance0.1806856698
MonotonicityNot monotonic
2025-04-09T11:29:21.602726image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 4580
76.3%
0 1420
 
23.7%
ValueCountFrequency (%)
0 1420
 
23.7%
1 4580
76.3%
ValueCountFrequency (%)
1 4580
76.3%
0 1420
 
23.7%

이용가능여부_해외겸용_본인
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.7385
Minimum0
Maximum1
Zeros1569
Zeros (%)26.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:21.656112image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4394882725
Coefficient of variation (CV)0.5951093737
Kurtosis-0.8214966685
Mean0.7385
Median Absolute Deviation (MAD)0
Skewness-1.085715098
Sum4431
Variance0.1931499417
MonotonicityNot monotonic
2025-04-09T11:29:21.718610image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 4431
73.9%
0 1569
 
26.2%
ValueCountFrequency (%)
0 1569
 
26.2%
1 4431
73.9%
ValueCountFrequency (%)
1 4431
73.9%
0 1569
 
26.2%

이용여부_3M_해외겸용_본인
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.606
Minimum0
Maximum1
Zeros2364
Zeros (%)39.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:21.772053image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4886755576
Coefficient of variation (CV)0.8063953096
Kurtosis-1.81227396
Mean0.606
Median Absolute Deviation (MAD)0
Skewness-0.4339703243
Sum3636
Variance0.2388038006
MonotonicityNot monotonic
2025-04-09T11:29:21.818915image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 3636
60.6%
0 2364
39.4%
ValueCountFrequency (%)
0 2364
39.4%
1 3636
60.6%
ValueCountFrequency (%)
1 3636
60.6%
0 2364
39.4%

보유여부_해외겸용_신용_본인
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6653333333
Minimum0
Maximum1
Zeros2008
Zeros (%)33.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:21.887544image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4719131338
Coefficient of variation (CV)0.7092882773
Kurtosis-1.509203722
Mean0.6653333333
Median Absolute Deviation (MAD)0
Skewness-0.7009275689
Sum3992
Variance0.2227020059
MonotonicityNot monotonic
2025-04-09T11:29:21.940903image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 3992
66.5%
0 2008
33.5%
ValueCountFrequency (%)
0 2008
33.5%
1 3992
66.5%
ValueCountFrequency (%)
1 3992
66.5%
0 2008
33.5%

이용가능여부_해외겸용_신용_본인
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6265
Minimum0
Maximum1
Zeros2241
Zeros (%)37.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:21.987804image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.4837734554
Coefficient of variation (CV)0.7721842863
Kurtosis-1.726893544
Mean0.6265
Median Absolute Deviation (MAD)0
Skewness-0.523146441
Sum3759
Variance0.2340367561
MonotonicityNot monotonic
2025-04-09T11:29:22.056797image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 3759
62.6%
0 2241
37.4%
ValueCountFrequency (%)
0 2241
37.4%
1 3759
62.6%
ValueCountFrequency (%)
1 3759
62.6%
0 2241
37.4%

이용여부_3M_해외겸용_신용_본인
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5528333333
Minimum0
Maximum1
Zeros2683
Zeros (%)44.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:22.103673image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.497242242
Coefficient of variation (CV)0.8994433077
Kurtosis-1.955463262
Mean0.5528333333
Median Absolute Deviation (MAD)0
Skewness-0.2125762691
Sum3317
Variance0.2472498472
MonotonicityNot monotonic
2025-04-09T11:29:22.172719image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 3317
55.3%
0 2683
44.7%
ValueCountFrequency (%)
0 2683
44.7%
1 3317
55.3%
ValueCountFrequency (%)
1 3317
55.3%
0 2683
44.7%

연회비발생카드수_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.003
Minimum0
Maximum1
Zeros5982
Zeros (%)99.7%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:22.219614image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.05469459373
Coefficient of variation (CV)18.23153124
Kurtosis328.6111209
Mean0.003
Median Absolute Deviation (MAD)0
Skewness18.17970253
Sum18
Variance0.002991498583
MonotonicityNot monotonic
2025-04-09T11:29:22.288606image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5982
99.7%
1 18
 
0.3%
ValueCountFrequency (%)
0 5982
99.7%
1 18
 
0.3%
ValueCountFrequency (%)
1 18
 
0.3%
0 5982
99.7%

기본연회비_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1688333333
Minimum0
Maximum109
Zeros5990
Zeros (%)99.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:22.357657image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum109
Range109
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4.191450427
Coefficient of variation (CV)24.82596502
Kurtosis634.9122846
Mean0.1688333333
Median Absolute Deviation (MAD)0
Skewness25.1450769
Sum1013
Variance17.56825668
MonotonicityNot monotonic
2025-04-09T11:29:22.420157image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0 5990
99.8%
108 4
 
0.1%
106 1
 
< 0.1%
109 1
 
< 0.1%
105 1
 
< 0.1%
50 1
 
< 0.1%
107 1
 
< 0.1%
104 1
 
< 0.1%
ValueCountFrequency (%)
0 5990
99.8%
50 1
 
< 0.1%
104 1
 
< 0.1%
105 1
 
< 0.1%
106 1
 
< 0.1%
ValueCountFrequency (%)
109 1
 
< 0.1%
108 4
0.1%
107 1
 
< 0.1%
106 1
 
< 0.1%
105 1
 
< 0.1%

제휴연회비_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4748333333
Minimum0
Maximum950
Zeros5997
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:22.482555image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum950
Range950
Interquartile range (IQR)0

Descriptive statistics

Standard deviation21.23165476
Coefficient of variation (CV)44.71390964
Kurtosis1996.666972
Mean0.4748333333
Median Absolute Deviation (MAD)0
Skewness44.6990036
Sum2849
Variance450.7831638
MonotonicityNot monotonic
2025-04-09T11:29:22.529431image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5997
> 99.9%
950 2
 
< 0.1%
949 1
 
< 0.1%
ValueCountFrequency (%)
0 5997
> 99.9%
949 1
 
< 0.1%
950 2
 
< 0.1%
ValueCountFrequency (%)
950 2
 
< 0.1%
949 1
 
< 0.1%
0 5997
> 99.9%

청구금액_기본연회비_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1688333333
Minimum0
Maximum109
Zeros5990
Zeros (%)99.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:22.589336image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum109
Range109
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4.191450427
Coefficient of variation (CV)24.82596502
Kurtosis634.9122846
Mean0.1688333333
Median Absolute Deviation (MAD)0
Skewness25.1450769
Sum1013
Variance17.56825668
MonotonicityNot monotonic
2025-04-09T11:29:22.642695image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0 5990
99.8%
108 4
 
0.1%
106 1
 
< 0.1%
109 1
 
< 0.1%
105 1
 
< 0.1%
50 1
 
< 0.1%
107 1
 
< 0.1%
104 1
 
< 0.1%
ValueCountFrequency (%)
0 5990
99.8%
50 1
 
< 0.1%
104 1
 
< 0.1%
105 1
 
< 0.1%
106 1
 
< 0.1%
ValueCountFrequency (%)
109 1
 
< 0.1%
108 4
0.1%
107 1
 
< 0.1%
106 1
 
< 0.1%
105 1
 
< 0.1%

청구금액_제휴연회비_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4748333333
Minimum0
Maximum950
Zeros5997
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:22.705200image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum950
Range950
Interquartile range (IQR)0

Descriptive statistics

Standard deviation21.23165476
Coefficient of variation (CV)44.71390964
Kurtosis1996.666972
Mean0.4748333333
Median Absolute Deviation (MAD)0
Skewness44.6990036
Sum2849
Variance450.7831638
MonotonicityNot monotonic
2025-04-09T11:29:22.758587image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5997
> 99.9%
950 2
 
< 0.1%
949 1
 
< 0.1%
ValueCountFrequency (%)
0 5997
> 99.9%
949 1
 
< 0.1%
950 2
 
< 0.1%
ValueCountFrequency (%)
950 2
 
< 0.1%
949 1
 
< 0.1%
0 5997
> 99.9%

카드신청건수
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.085
Minimum0
Maximum1
Zeros5490
Zeros (%)91.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:22.805462image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2789049384
Coefficient of variation (CV)3.281234569
Kurtosis6.864320823
Mean0.085
Median Absolute Deviation (MAD)0
Skewness2.976916665
Sum510
Variance0.07778796466
MonotonicityNot monotonic
2025-04-09T11:29:22.858850image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5490
91.5%
1 510
 
8.5%
ValueCountFrequency (%)
0 5490
91.5%
1 510
 
8.5%
ValueCountFrequency (%)
1 510
 
8.5%
0 5490
91.5%

Life_Stage
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.709666667
Minimum0
Maximum6
Zeros509
Zeros (%)8.5%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:22.921349image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q13
median4
Q35
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.738162849
Coefficient of variation (CV)0.4685496044
Kurtosis-0.252764234
Mean3.709666667
Median Absolute Deviation (MAD)1
Skewness-0.8359784048
Sum22258
Variance3.021210091
MonotonicityNot monotonic
2025-04-09T11:29:22.974789image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
4 2044
34.1%
5 1477
24.6%
6 695
 
11.6%
1 530
 
8.8%
0 509
 
8.5%
3 507
 
8.5%
2 238
 
4.0%
ValueCountFrequency (%)
0 509
 
8.5%
1 530
 
8.8%
2 238
 
4.0%
3 507
 
8.5%
4 2044
34.1%
ValueCountFrequency (%)
6 695
 
11.6%
5 1477
24.6%
4 2044
34.1%
3 507
 
8.5%
2 238
 
4.0%

최종카드발급경과월
Real number (ℝ)

Zeros 

Distinct59
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean21.85933333
Minimum0
Maximum58
Zeros188
Zeros (%)3.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:23.043391image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q111
median20
Q331
95-th percentile48
Maximum58
Range58
Interquartile range (IQR)20

Descriptive statistics

Standard deviation13.76407599
Coefficient of variation (CV)0.6296658631
Kurtosis-0.5751524472
Mean21.85933333
Median Absolute Deviation (MAD)10
Skewness0.4719094983
Sum131156
Variance189.4497879
MonotonicityNot monotonic
2025-04-09T11:29:23.121542image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 188
 
3.1%
17 177
 
2.9%
13 176
 
2.9%
18 176
 
2.9%
14 174
 
2.9%
10 173
 
2.9%
15 173
 
2.9%
11 173
 
2.9%
12 171
 
2.9%
16 169
 
2.8%
Other values (49) 4250
70.8%
ValueCountFrequency (%)
0 188
3.1%
1 90
1.5%
2 88
1.5%
3 93
1.6%
4 100
1.7%
ValueCountFrequency (%)
58 2
 
< 0.1%
57 4
 
0.1%
56 10
0.2%
55 16
0.3%
54 24
0.4%

최초한도금액
Real number (ℝ)

Zeros 

Distinct99
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3916.7
Minimum0
Maximum44995
Zeros5154
Zeros (%)85.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:23.206181image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile37241.5
Maximum44995
Range44995
Interquartile range (IQR)0

Descriptive statistics

Standard deviation10885.13346
Coefficient of variation (CV)2.779159359
Kurtosis5.57540497
Mean3916.7
Median Absolute Deviation (MAD)0
Skewness2.694694997
Sum23500200
Variance118486130.5
MonotonicityNot monotonic
2025-04-09T11:29:23.275259image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5154
85.9%
9997 84
 
1.4%
9998 78
 
1.3%
9999 54
 
0.9%
9996 42
 
0.7%
10000 18
 
0.3%
10001 12
 
0.2%
9995 12
 
0.2%
39552 6
 
0.1%
34958 6
 
0.1%
Other values (89) 534
 
8.9%
ValueCountFrequency (%)
0 5154
85.9%
9995 12
 
0.2%
9996 42
 
0.7%
9997 84
 
1.4%
9998 78
 
1.3%
ValueCountFrequency (%)
44995 6
0.1%
43274 6
0.1%
42487 6
0.1%
41929 6
0.1%
41398 6
0.1%

카드이용한도금액
Real number (ℝ)

Zeros 

Distinct4120
Distinct (%)68.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean55663.29983
Minimum0
Maximum230505
Zeros214
Zeros (%)3.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:23.344302image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile4083
Q119883
median46192.5
Q385755.25
95-th percentile186188.05
Maximum230505
Range230505
Interquartile range (IQR)65872.25

Descriptive statistics

Standard deviation49042.16479
Coefficient of variation (CV)0.88105026
Kurtosis1.983233555
Mean55663.29983
Median Absolute Deviation (MAD)26851.5
Skewness1.506075051
Sum333979799
Variance2405133927
MonotonicityNot monotonic
2025-04-09T11:29:23.422431image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 214
 
3.6%
10000 94
 
1.6%
10001 92
 
1.5%
9999 92
 
1.5%
9998 76
 
1.3%
10002 57
 
0.9%
9997 56
 
0.9%
30001 41
 
0.7%
9996 40
 
0.7%
30002 40
 
0.7%
Other values (4110) 5198
86.6%
ValueCountFrequency (%)
0 214
3.6%
3598 1
 
< 0.1%
3604 1
 
< 0.1%
3606 1
 
< 0.1%
3631 1
 
< 0.1%
ValueCountFrequency (%)
230505 1
< 0.1%
225389 1
< 0.1%
224209 1
< 0.1%
223078 1
< 0.1%
221561 1
< 0.1%

CA한도금액
Real number (ℝ)

Zeros 

Distinct5090
Distinct (%)84.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18551.34217
Minimum0
Maximum66698
Zeros597
Zeros (%)10.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:23.507066image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q16806.75
median15407.5
Q327434.5
95-th percentile49945.95
Maximum66698
Range66698
Interquartile range (IQR)20627.75

Descriptive statistics

Standard deviation14854.75609
Coefficient of variation (CV)0.8007375399
Kurtosis0.1763709771
Mean18551.34217
Median Absolute Deviation (MAD)9707.5
Skewness0.8726366547
Sum111308053
Variance220663778.5
MonotonicityNot monotonic
2025-04-09T11:29:23.591699image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 597
 
10.0%
7879 4
 
0.1%
18305 3
 
0.1%
12231 3
 
0.1%
22404 3
 
0.1%
10949 3
 
0.1%
6544 3
 
0.1%
8825 3
 
0.1%
13766 3
 
0.1%
13165 3
 
0.1%
Other values (5080) 5375
89.6%
ValueCountFrequency (%)
0 597
10.0%
3 1
 
< 0.1%
145 1
 
< 0.1%
180 1
 
< 0.1%
230 1
 
< 0.1%
ValueCountFrequency (%)
66698 1
< 0.1%
65593 1
< 0.1%
65245 1
< 0.1%
64944 1
< 0.1%
64493 1
< 0.1%

일시상환론한도금액
Real number (ℝ)

Zeros 

Distinct546
Distinct (%)9.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean34492.1925
Minimum0
Maximum200000
Zeros3512
Zeros (%)58.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:23.660705image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q348006.25
95-th percentile199981.1
Maximum200000
Range200000
Interquartile range (IQR)48006.25

Descriptive statistics

Standard deviation51347.54613
Coefficient of variation (CV)1.488671563
Kurtosis2.787789381
Mean34492.1925
Median Absolute Deviation (MAD)0
Skewness1.72927476
Sum206953155
Variance2636570493
MonotonicityNot monotonic
2025-04-09T11:29:23.745391image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3512
58.5%
200000 281
 
4.7%
90004 128
 
2.1%
90001 125
 
2.1%
90002 111
 
1.8%
90003 103
 
1.7%
90005 93
 
1.6%
90000 83
 
1.4%
89999 76
 
1.3%
90006 54
 
0.9%
Other values (536) 1434
23.9%
ValueCountFrequency (%)
0 3512
58.5%
41140 1
 
< 0.1%
41378 1
 
< 0.1%
41407 1
 
< 0.1%
41515 1
 
< 0.1%
ValueCountFrequency (%)
200000 281
4.7%
199999 2
 
< 0.1%
199997 2
 
< 0.1%
199996 2
 
< 0.1%
199995 2
 
< 0.1%

월상환론한도금액
Real number (ℝ)

Zeros 

Distinct3480
Distinct (%)58.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean95406.2555
Minimum0
Maximum250000
Zeros2278
Zeros (%)38.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:23.823541image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median148394.5
Q3161689
95-th percentile206489.45
Maximum250000
Range250000
Interquartile range (IQR)161689

Descriptive statistics

Standard deviation84995.82089
Coefficient of variation (CV)0.8908831024
Kurtosis-1.703046788
Mean95406.2555
Median Absolute Deviation (MAD)58694.5
Skewness-0.006085862756
Sum572437533
Variance7224289568
MonotonicityNot monotonic
2025-04-09T11:29:23.907867image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2278
38.0%
250000 14
 
0.2%
180629 3
 
0.1%
154691 3
 
0.1%
206166 3
 
0.1%
152380 3
 
0.1%
155031 3
 
0.1%
180912 3
 
0.1%
180893 3
 
0.1%
206037 3
 
0.1%
Other values (3470) 3684
61.4%
ValueCountFrequency (%)
0 2278
38.0%
19735 1
 
< 0.1%
19742 1
 
< 0.1%
19759 1
 
< 0.1%
19788 1
 
< 0.1%
ValueCountFrequency (%)
250000 14
0.2%
249999 1
 
< 0.1%
249991 1
 
< 0.1%
249975 1
 
< 0.1%
249964 1
 
< 0.1%

CA이자율_할인전
Real number (ℝ)

Distinct5306
Distinct (%)88.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.73642945
Minimum14.21997156
Maximum22.999954
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:23.992507image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum14.21997156
5-th percentile14.21997156
Q114.2213941
median14.80700451
Q315.24993833
95-th percentile21.98675536
Maximum22.999954
Range8.77998244
Interquartile range (IQR)1.028544232

Descriptive statistics

Standard deviation2.278088485
Coefficient of variation (CV)0.1447652716
Kurtosis3.009356428
Mean15.73642945
Median Absolute Deviation (MAD)0.50249259
Skewness1.993127716
Sum94418.57673
Variance5.189687144
MonotonicityNot monotonic
2025-04-09T11:29:24.061682image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
14.21997156 638
 
10.6%
22.999954 56
 
0.9%
14.22065102 2
 
< 0.1%
14.220091 2
 
< 0.1%
14.6749959 1
 
< 0.1%
15.19291137 1
 
< 0.1%
15.22757928 1
 
< 0.1%
15.19743531 1
 
< 0.1%
18.24601133 1
 
< 0.1%
19.17076014 1
 
< 0.1%
Other values (5296) 5296
88.3%
ValueCountFrequency (%)
14.21997156 638
10.6%
14.21997436 1
 
< 0.1%
14.21997699 1
 
< 0.1%
14.21997718 1
 
< 0.1%
14.21997826 1
 
< 0.1%
ValueCountFrequency (%)
22.999954 56
0.9%
22.99982489 1
 
< 0.1%
22.99982163 1
 
< 0.1%
22.99968831 1
 
< 0.1%
22.99967421 1
 
< 0.1%

CL이자율_할인전
Real number (ℝ)

Distinct5920
Distinct (%)98.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.60644427
Minimum10.89477807
Maximum22.999954
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:24.146241image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum10.89477807
5-th percentile10.89876833
Q111.8988115
median14.91180533
Q315.62509008
95-th percentile18.29904727
Maximum22.999954
Range12.10517593
Interquartile range (IQR)3.726278583

Descriptive statistics

Standard deviation2.594965305
Coefficient of variation (CV)0.1776589331
Kurtosis0.9247482787
Mean14.60644427
Median Absolute Deviation (MAD)0.743615175
Skewness0.4147690456
Sum87638.6656
Variance6.733844935
MonotonicityNot monotonic
2025-04-09T11:29:24.224475image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
22.999954 81
 
1.4%
18.25497816 1
 
< 0.1%
17.63572202 1
 
< 0.1%
14.85743441 1
 
< 0.1%
14.90696485 1
 
< 0.1%
10.90103555 1
 
< 0.1%
14.91678461 1
 
< 0.1%
10.90058298 1
 
< 0.1%
15.28454034 1
 
< 0.1%
15.77028843 1
 
< 0.1%
Other values (5910) 5910
98.5%
ValueCountFrequency (%)
10.89477807 1
< 0.1%
10.89497508 1
< 0.1%
10.89499318 1
< 0.1%
10.89582728 1
< 0.1%
10.89611731 1
< 0.1%
ValueCountFrequency (%)
22.999954 81
1.4%
22.99983418 1
 
< 0.1%
22.99971842 1
 
< 0.1%
22.99963156 1
 
< 0.1%
22.99960735 1
 
< 0.1%

RV일시불이자율_할인전
Real number (ℝ)

Distinct5113
Distinct (%)85.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.69562664
Minimum10.2499795
Maximum19.99377342
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:24.293172image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum10.2499795
5-th percentile10.2499795
Q110.39362958
median10.77640762
Q311.92550728
95-th percentile16.55841937
Maximum19.99377342
Range9.74379392
Interquartile range (IQR)1.531877705

Descriptive statistics

Standard deviation2.114299783
Coefficient of variation (CV)0.180776956
Kurtosis3.942697004
Mean11.69562664
Median Absolute Deviation (MAD)0.50346666
Skewness2.078998244
Sum70173.75985
Variance4.470263574
MonotonicityNot monotonic
2025-04-09T11:29:28.668972image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
10.2499795 887
 
14.8%
10.79634769 2
 
< 0.1%
17.26496708 1
 
< 0.1%
10.7798182 1
 
< 0.1%
10.66297773 1
 
< 0.1%
10.35511067 1
 
< 0.1%
12.13868048 1
 
< 0.1%
10.40413796 1
 
< 0.1%
16.38513735 1
 
< 0.1%
11.00380327 1
 
< 0.1%
Other values (5103) 5103
85.0%
ValueCountFrequency (%)
10.2499795 887
14.8%
10.25022898 1
 
< 0.1%
10.25033597 1
 
< 0.1%
10.25109684 1
 
< 0.1%
10.25117456 1
 
< 0.1%
ValueCountFrequency (%)
19.99377342 1
< 0.1%
19.98498117 1
< 0.1%
19.97010331 1
< 0.1%
19.9658362 1
< 0.1%
19.96460199 1
< 0.1%

RV현금서비스이자율_할인전
Real number (ℝ)

Distinct5910
Distinct (%)98.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.4726551
Minimum10.3999792
Maximum22.999954
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:28.740537image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum10.3999792
5-th percentile13.07397484
Q113.14769894
median13.34110185
Q314.57957798
95-th percentile21.240306
Maximum22.999954
Range12.5999748
Interquartile range (IQR)1.43187904

Descriptive statistics

Standard deviation2.60280981
Coefficient of variation (CV)0.1798432833
Kurtosis2.554626826
Mean14.4726551
Median Absolute Deviation (MAD)0.267939495
Skewness1.753802655
Sum86835.93057
Variance6.77461891
MonotonicityNot monotonic
2025-04-09T11:29:28.823684image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
22.999954 60
 
1.0%
10.3999792 31
 
0.5%
13.09343036 2
 
< 0.1%
21.23425197 1
 
< 0.1%
13.1429273 1
 
< 0.1%
21.244156 1
 
< 0.1%
13.65371674 1
 
< 0.1%
21.20657076 1
 
< 0.1%
13.65743383 1
 
< 0.1%
13.33293499 1
 
< 0.1%
Other values (5900) 5900
98.3%
ValueCountFrequency (%)
10.3999792 31
0.5%
10.40237957 1
 
< 0.1%
10.40484075 1
 
< 0.1%
10.41017219 1
 
< 0.1%
10.41050415 1
 
< 0.1%
ValueCountFrequency (%)
22.999954 60
1.0%
22.99991762 1
 
< 0.1%
22.99974453 1
 
< 0.1%
22.99974353 1
 
< 0.1%
22.99969479 1
 
< 0.1%

RV신청일자
Real number (ℝ)

Missing 

Distinct629
Distinct (%)53.1%
Missing4816
Missing (%)80.3%
Infinite0
Infinite (%)0.0%
Mean20146950.24
Minimum20111115
Maximum20180801
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:28.905138image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum20111115
5-th percentile20120209.45
Q120120522.75
median20160608
Q320161110.5
95-th percentile20180209.85
Maximum20180801
Range69686
Interquartile range (IQR)40587.75

Descriptive statistics

Standard deviation23362.4228
Coefficient of variation (CV)0.001159600958
Kurtosis-1.706996622
Mean20146950.24
Median Absolute Deviation (MAD)19511.5
Skewness-0.1356070336
Sum2.385398909 × 1010
Variance545802799.2
MonotonicityNot monotonic
2025-04-09T11:29:28.987310image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
20160906 7
 
0.1%
20160824 6
 
0.1%
20120131 6
 
0.1%
20120327 6
 
0.1%
20171230 5
 
0.1%
20120714 5
 
0.1%
20160720 5
 
0.1%
20160629 5
 
0.1%
20160619 5
 
0.1%
20160929 5
 
0.1%
Other values (619) 1129
 
18.8%
(Missing) 4816
80.3%
ValueCountFrequency (%)
20111115 1
< 0.1%
20111126 1
< 0.1%
20111130 1
< 0.1%
20111204 1
< 0.1%
20111205 1
< 0.1%
ValueCountFrequency (%)
20180801 1
< 0.1%
20180621 1
< 0.1%
20180602 1
< 0.1%
20180525 1
< 0.1%
20180519 1
< 0.1%

RV약정청구율
Real number (ℝ)

Zeros 

Distinct101
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.60114453
Minimum0
Maximum99.9998
Zeros4805
Zeros (%)80.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:29.076953image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile99.9998
Maximum99.9998
Range99.9998
Interquartile range (IQR)0

Descriptive statistics

Standard deviation38.57091815
Coefficient of variation (CV)2.073577681
Kurtosis0.6692641816
Mean18.60114453
Median Absolute Deviation (MAD)0
Skewness1.627840721
Sum111606.8672
Variance1487.715727
MonotonicityNot monotonic
2025-04-09T11:29:29.160449image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4805
80.1%
99.9998 1096
 
18.3%
21.9226688 1
 
< 0.1%
21.9262603 1
 
< 0.1%
18.90653863 1
 
< 0.1%
21.08257578 1
 
< 0.1%
22.55508789 1
 
< 0.1%
21.36952093 1
 
< 0.1%
18.9708826 1
 
< 0.1%
20.54550564 1
 
< 0.1%
Other values (91) 91
 
1.5%
ValueCountFrequency (%)
0 4805
80.1%
16.89428268 1
 
< 0.1%
17.07096286 1
 
< 0.1%
17.0983317 1
 
< 0.1%
17.72067893 1
 
< 0.1%
ValueCountFrequency (%)
99.9998 1096
18.3%
22.86246461 1
 
< 0.1%
22.55508789 1
 
< 0.1%
22.50935934 1
 
< 0.1%
22.47437819 1
 
< 0.1%

RV최소결제비율
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.02914261
Minimum0
Maximum24.99995
Zeros67
Zeros (%)1.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:29.221687image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile9.99998
Q19.99998
median9.99998
Q314.99997
95-th percentile19.99996
Maximum24.99995
Range24.99995
Interquartile range (IQR)4.99999

Descriptive statistics

Standard deviation4.00490429
Coefficient of variation (CV)0.3329334783
Kurtosis0.9546185112
Mean12.02914261
Median Absolute Deviation (MAD)0
Skewness1.020200769
Sum72174.85565
Variance16.03925837
MonotonicityNot monotonic
2025-04-09T11:29:29.283560image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
9.99998 4331
72.2%
19.99996 901
 
15.0%
14.99997 668
 
11.1%
0 67
 
1.1%
24.99995 33
 
0.5%
ValueCountFrequency (%)
0 67
 
1.1%
9.99998 4331
72.2%
14.99997 668
 
11.1%
19.99996 901
 
15.0%
24.99995 33
 
0.5%
ValueCountFrequency (%)
24.99995 33
 
0.5%
19.99996 901
 
15.0%
14.99997 668
 
11.1%
9.99998 4331
72.2%
0 67
 
1.1%

자발한도감액횟수_R12M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0006666666667
Minimum0
Maximum1
Zeros5996
Zeros (%)99.9%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:29.335055image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.02581343212
Coefficient of variation (CV)38.72014818
Kurtosis1496.24825
Mean0.0006666666667
Median Absolute Deviation (MAD)0
Skewness38.70076873
Sum4
Variance0.0006663332778
MonotonicityNot monotonic
2025-04-09T11:29:29.396210image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5996
99.9%
1 4
 
0.1%
ValueCountFrequency (%)
0 5996
99.9%
1 4
 
0.1%
ValueCountFrequency (%)
1 4
 
0.1%
0 5996
99.9%

자발한도감액금액_R12M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0006666666667
Minimum0
Maximum1
Zeros5996
Zeros (%)99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:29.446949image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.02581343212
Coefficient of variation (CV)38.72014818
Kurtosis1496.24825
Mean0.0006666666667
Median Absolute Deviation (MAD)0
Skewness38.70076873
Sum4
Variance0.0006663332778
MonotonicityNot monotonic
2025-04-09T11:29:29.508507image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5996
99.9%
1 4
 
0.1%
ValueCountFrequency (%)
0 5996
99.9%
1 4
 
0.1%
ValueCountFrequency (%)
1 4
 
0.1%
0 5996
99.9%

자발한도감액후경과월
Real number (ℝ)

Skewed 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.99783333
Minimum0
Maximum12
Zeros1
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:29.559955image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile12
Q112
median12
Q312
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.155454173
Coefficient of variation (CV)0.01295685384
Kurtosis5917.766485
Mean11.99783333
Median Absolute Deviation (MAD)0
Skewness-76.70382
Sum71987
Variance0.02416599989
MonotonicityNot monotonic
2025-04-09T11:29:29.621339image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
12 5998
> 99.9%
11 1
 
< 0.1%
0 1
 
< 0.1%
ValueCountFrequency (%)
0 1
 
< 0.1%
11 1
 
< 0.1%
12 5998
> 99.9%
ValueCountFrequency (%)
12 5998
> 99.9%
11 1
 
< 0.1%
0 1
 
< 0.1%

강제한도감액횟수_R12M
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1528333333
Minimum0
Maximum4
Zeros5128
Zeros (%)85.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:29.679640image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3930662231
Coefficient of variation (CV)2.571861874
Kurtosis15.41996112
Mean0.1528333333
Median Absolute Deviation (MAD)0
Skewness3.137402499
Sum917
Variance0.1545010557
MonotonicityNot monotonic
2025-04-09T11:29:29.730959image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 5128
85.5%
1 850
 
14.2%
3 9
 
0.1%
4 7
 
0.1%
2 6
 
0.1%
ValueCountFrequency (%)
0 5128
85.5%
1 850
 
14.2%
2 6
 
0.1%
3 9
 
0.1%
4 7
 
0.1%
ValueCountFrequency (%)
4 7
 
0.1%
3 9
 
0.1%
2 6
 
0.1%
1 850
 
14.2%
0 5128
85.5%

강제한도감액금액_R12M
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2215
Minimum0
Maximum6
Zeros5205
Zeros (%)86.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:29.793460image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.7205490604
Coefficient of variation (CV)3.253043162
Kurtosis33.59500269
Mean0.2215
Median Absolute Deviation (MAD)0
Skewness5.117968435
Sum1329
Variance0.5191909485
MonotonicityNot monotonic
2025-04-09T11:29:29.846850image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 5205
86.8%
1 465
 
7.8%
2 278
 
4.6%
6 50
 
0.8%
4 2
 
< 0.1%
ValueCountFrequency (%)
0 5205
86.8%
1 465
 
7.8%
2 278
 
4.6%
4 2
 
< 0.1%
6 50
 
0.8%
ValueCountFrequency (%)
6 50
 
0.8%
4 2
 
< 0.1%
2 278
 
4.6%
1 465
 
7.8%
0 5205
86.8%

강제한도감액후경과월
Real number (ℝ)

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.30933333
Minimum0
Maximum12
Zeros57
Zeros (%)0.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:29.900230image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile5
Q112
median12
Q312
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.345398979
Coefficient of variation (CV)0.2073861394
Kurtosis12.01052895
Mean11.30933333
Median Absolute Deviation (MAD)0
Skewness-3.607289398
Sum67856
Variance5.500896372
MonotonicityNot monotonic
2025-04-09T11:29:29.962734image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
12 5344
89.1%
9 81
 
1.4%
10 81
 
1.4%
11 79
 
1.3%
1 74
 
1.2%
2 62
 
1.0%
0 57
 
0.9%
3 52
 
0.9%
4 47
 
0.8%
5 42
 
0.7%
Other values (3) 81
 
1.4%
ValueCountFrequency (%)
0 57
0.9%
1 74
1.2%
2 62
1.0%
3 52
0.9%
4 47
0.8%
ValueCountFrequency (%)
12 5344
89.1%
11 79
 
1.3%
10 81
 
1.4%
9 81
 
1.4%
8 38
 
0.6%

한도증액횟수_R12M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08683333333
Minimum0
Maximum1
Zeros5479
Zeros (%)91.3%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:30.016179image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.281614139
Coefficient of variation (CV)3.243157072
Kurtosis6.617918603
Mean0.08683333333
Median Absolute Deviation (MAD)0
Skewness2.935253437
Sum521
Variance0.07930652331
MonotonicityNot monotonic
2025-04-09T11:29:30.078658image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5479
91.3%
1 521
 
8.7%
ValueCountFrequency (%)
0 5479
91.3%
1 521
 
8.7%
ValueCountFrequency (%)
1 521
 
8.7%
0 5479
91.3%

한도증액금액_R12M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.09083333333
Minimum0
Maximum2
Zeros5498
Zeros (%)91.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:30.132047image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3113392484
Coefficient of variation (CV)3.427588055
Kurtosis12.7197996
Mean0.09083333333
Median Absolute Deviation (MAD)0
Skewness3.536513596
Sum545
Variance0.09693212758
MonotonicityNot monotonic
2025-04-09T11:29:30.194568image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5498
91.6%
1 459
 
7.6%
2 43
 
0.7%
ValueCountFrequency (%)
0 5498
91.6%
1 459
 
7.6%
2 43
 
0.7%
ValueCountFrequency (%)
2 43
 
0.7%
1 459
 
7.6%
0 5498
91.6%

한도증액후경과월
Real number (ℝ)

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.60516667
Minimum0
Maximum12
Zeros10
Zeros (%)0.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:30.247988image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile8
Q112
median12
Q312
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.626257695
Coefficient of variation (CV)0.1401322137
Kurtosis18.70161943
Mean11.60516667
Median Absolute Deviation (MAD)0
Skewness-4.342835601
Sum69631
Variance2.644714091
MonotonicityNot monotonic
2025-04-09T11:29:30.317041image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
12 5612
93.5%
8 60
 
1.0%
7 56
 
0.9%
5 53
 
0.9%
6 53
 
0.9%
3 51
 
0.9%
4 51
 
0.9%
10 18
 
0.3%
11 16
 
0.3%
9 12
 
0.2%
Other values (3) 18
 
0.3%
ValueCountFrequency (%)
0 10
 
0.2%
1 5
 
0.1%
2 3
 
0.1%
3 51
0.9%
4 51
0.9%
ValueCountFrequency (%)
12 5612
93.5%
11 16
 
0.3%
10 18
 
0.3%
9 12
 
0.2%
8 60
 
1.0%

상향가능한도금액
Real number (ℝ)

Zeros 

Distinct15
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.645166667
Minimum0
Maximum15
Zeros2407
Zeros (%)40.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:30.379523image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median4
Q36
95-th percentile10
Maximum15
Range15
Interquartile range (IQR)6

Descriptive statistics

Standard deviation3.498137523
Coefficient of variation (CV)0.9596646308
Kurtosis-0.9955850187
Mean3.645166667
Median Absolute Deviation (MAD)4
Skewness0.4145808907
Sum21871
Variance12.23696613
MonotonicityNot monotonic
2025-04-09T11:29:30.433043image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=15)
ValueCountFrequency (%)
0 2407
40.1%
4 590
 
9.8%
5 525
 
8.8%
6 523
 
8.7%
3 459
 
7.6%
7 454
 
7.6%
8 377
 
6.3%
9 271
 
4.5%
10 190
 
3.2%
11 95
 
1.6%
Other values (5) 109
 
1.8%
ValueCountFrequency (%)
0 2407
40.1%
2 54
 
0.9%
3 459
 
7.6%
4 590
 
9.8%
5 525
 
8.8%
ValueCountFrequency (%)
15 3
 
0.1%
14 5
 
0.1%
13 6
 
0.1%
12 41
0.7%
11 95
1.6%

상향가능CA한도금액
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9486666667
Minimum0
Maximum4
Zeros2508
Zeros (%)41.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:30.495470image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q32
95-th percentile3
Maximum4
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation0.9606518781
Coefficient of variation (CV)1.012633744
Kurtosis-0.7638451819
Mean0.9486666667
Median Absolute Deviation (MAD)1
Skewness0.5867279351
Sum5692
Variance0.9228520309
MonotonicityNot monotonic
2025-04-09T11:29:30.548907image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 2508
41.8%
1 1707
28.4%
2 1377
22.9%
3 401
 
6.7%
4 7
 
0.1%
ValueCountFrequency (%)
0 2508
41.8%
1 1707
28.4%
2 1377
22.9%
3 401
 
6.7%
4 7
 
0.1%
ValueCountFrequency (%)
4 7
 
0.1%
3 401
 
6.7%
2 1377
22.9%
1 1707
28.4%
0 2508
41.8%

카드론동의여부
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8058333333
Minimum0
Maximum1
Zeros1165
Zeros (%)19.4%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:30.617980image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3955907661
Coefficient of variation (CV)0.4909089135
Kurtosis0.3924928227
Mean0.8058333333
Median Absolute Deviation (MAD)0
Skewness-1.546726253
Sum4835
Variance0.1564920542
MonotonicityNot monotonic
2025-04-09T11:29:30.664836image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 4835
80.6%
0 1165
 
19.4%
ValueCountFrequency (%)
0 1165
 
19.4%
1 4835
80.6%
ValueCountFrequency (%)
1 4835
80.6%
0 1165
 
19.4%

월상환론상향가능한도금액
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.7975
Minimum0
Maximum18
Zeros5042
Zeros (%)84.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:30.718357image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile18
Maximum18
Range18
Interquartile range (IQR)0

Descriptive statistics

Standard deviation6.477614298
Coefficient of variation (CV)2.31550109
Kurtosis1.613767374
Mean2.7975
Median Absolute Deviation (MAD)0
Skewness1.897353743
Sum16785
Variance41.959487
MonotonicityNot monotonic
2025-04-09T11:29:30.780758image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 5042
84.0%
18 870
 
14.5%
16 58
 
1.0%
4 23
 
0.4%
15 7
 
0.1%
ValueCountFrequency (%)
0 5042
84.0%
4 23
 
0.4%
15 7
 
0.1%
16 58
 
1.0%
18 870
 
14.5%
ValueCountFrequency (%)
18 870
 
14.5%
16 58
 
1.0%
15 7
 
0.1%
4 23
 
0.4%
0 5042
84.0%

RV전환가능여부
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8583333333
Minimum0
Maximum2
Zeros921
Zeros (%)15.3%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:30.834146image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q31
95-th percentile1
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3811667661
Coefficient of variation (CV)0.4440777857
Kurtosis1.919577411
Mean0.8583333333
Median Absolute Deviation (MAD)0
Skewness-1.392674218
Sum5150
Variance0.1452881036
MonotonicityNot monotonic
2025-04-09T11:29:30.903154image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
1 5008
83.5%
0 921
 
15.3%
2 71
 
1.2%
ValueCountFrequency (%)
0 921
 
15.3%
1 5008
83.5%
2 71
 
1.2%
ValueCountFrequency (%)
2 71
 
1.2%
1 5008
83.5%
0 921
 
15.3%

일시불ONLY전환가능여부
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8325
Minimum0
Maximum1
Zeros1005
Zeros (%)16.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:30.950054image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3734528009
Coefficient of variation (CV)0.448591953
Kurtosis1.173327833
Mean0.8325
Median Absolute Deviation (MAD)0
Skewness-1.781273936
Sum4995
Variance0.1394669945
MonotonicityNot monotonic
2025-04-09T11:29:31.019053image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 4995
83.2%
0 1005
 
16.8%
ValueCountFrequency (%)
0 1005
 
16.8%
1 4995
83.2%
ValueCountFrequency (%)
1 4995
83.2%
0 1005
 
16.8%

카드이용한도금액_B1M
Real number (ℝ)

Zeros 

Distinct3588
Distinct (%)59.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean55391.85383
Minimum0
Maximum232960
Zeros214
Zeros (%)3.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:31.081552image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile4413.9
Q120939.5
median38077
Q374537.75
95-th percentile183825.35
Maximum232960
Range232960
Interquartile range (IQR)53598.25

Descriptive statistics

Standard deviation48347.03896
Coefficient of variation (CV)0.8728185756
Kurtosis2.169172082
Mean55391.85383
Median Absolute Deviation (MAD)28074
Skewness1.534082883
Sum332351123
Variance2337436176
MonotonicityNot monotonic
2025-04-09T11:29:31.150581image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 214
 
3.6%
10000 127
 
2.1%
10001 98
 
1.6%
9999 96
 
1.6%
9998 73
 
1.2%
10002 61
 
1.0%
10003 53
 
0.9%
29997 47
 
0.8%
30002 42
 
0.7%
9997 39
 
0.7%
Other values (3578) 5150
85.8%
ValueCountFrequency (%)
0 214
3.6%
3774 1
 
< 0.1%
3825 1
 
< 0.1%
3836 1
 
< 0.1%
3852 1
 
< 0.1%
ValueCountFrequency (%)
232960 1
< 0.1%
224822 1
< 0.1%
223592 1
< 0.1%
220999 1
< 0.1%
220753 1
< 0.1%

카드이용한도금액_B2M
Real number (ℝ)

Zeros 

Distinct3645
Distinct (%)60.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean55544.18483
Minimum0
Maximum241607
Zeros210
Zeros (%)3.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:31.235245image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile4407
Q120894.5
median49974
Q374358.25
95-th percentile182967.05
Maximum241607
Range241607
Interquartile range (IQR)53463.75

Descriptive statistics

Standard deviation48193.50528
Coefficient of variation (CV)0.8676606817
Kurtosis2.12500507
Mean55544.18483
Median Absolute Deviation (MAD)28183
Skewness1.519929326
Sum333265109
Variance2322613951
MonotonicityNot monotonic
2025-04-09T11:29:31.319880image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 210
 
3.5%
10000 131
 
2.2%
9999 94
 
1.6%
10001 87
 
1.5%
9998 76
 
1.3%
10002 62
 
1.0%
10003 51
 
0.9%
30002 47
 
0.8%
29997 45
 
0.8%
29999 40
 
0.7%
Other values (3635) 5157
86.0%
ValueCountFrequency (%)
0 210
3.5%
3576 1
 
< 0.1%
3825 1
 
< 0.1%
3836 1
 
< 0.1%
3852 1
 
< 0.1%
ValueCountFrequency (%)
241607 1
< 0.1%
224822 1
< 0.1%
224660 1
< 0.1%
224212 1
< 0.1%
223592 1
< 0.1%

연체감액여부_R3M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0045
Minimum0
Maximum1
Zeros5973
Zeros (%)99.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:31.382380image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.06693651283
Coefficient of variation (CV)14.87478063
Kurtosis217.4088742
Mean0.0045
Median Absolute Deviation (MAD)0
Skewness14.81001029
Sum27
Variance0.004480496749
MonotonicityNot monotonic
2025-04-09T11:29:31.435765image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5973
99.6%
1 27
 
0.4%
ValueCountFrequency (%)
0 5973
99.6%
1 27
 
0.4%
ValueCountFrequency (%)
1 27
 
0.4%
0 5973
99.6%

rv최초시작후경과일
Real number (ℝ)

Distinct397
Distinct (%)6.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean80283602.22
Minimum180
Maximum99999999
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:31.504769image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum180
5-th percentile579
Q199999999
median99999999
Q399999999
95-th percentile99999999
Maximum99999999
Range99999819
Interquartile range (IQR)0

Descriptive statistics

Standard deviation39788694.94
Coefficient of variation (CV)0.4956017647
Kurtosis0.318705127
Mean80283602.22
Median Absolute Deviation (MAD)0
Skewness-1.522694652
Sum4.817016133 × 1011
Variance1.583140245 × 1015
MonotonicityNot monotonic
2025-04-09T11:29:31.582899image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
99999999 4817
80.3%
834 12
 
0.2%
323 12
 
0.2%
821 11
 
0.2%
827 11
 
0.2%
2333 11
 
0.2%
829 11
 
0.2%
813 10
 
0.2%
337 9
 
0.1%
330 9
 
0.1%
Other values (387) 1087
 
18.1%
ValueCountFrequency (%)
180 1
< 0.1%
181 1
< 0.1%
182 1
< 0.1%
183 1
< 0.1%
184 1
< 0.1%
ValueCountFrequency (%)
99999999 4817
80.3%
5180 1
 
< 0.1%
2528 1
 
< 0.1%
2523 1
 
< 0.1%
2515 1
 
< 0.1%

최종이용일자_기본
Real number (ℝ)

Distinct332
Distinct (%)5.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19359642.77
Minimum10101
Maximum20181231
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:31.667534image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum10101
5-th percentile20160517
Q120180727
median20180909
Q320181101
95-th percentile20181226
Maximum20181231
Range20171130
Interquartile range (IQR)374

Descriptive statistics

Standard deviation3984204.484
Coefficient of variation (CV)0.2057994835
Kurtosis19.6498797
Mean19359642.77
Median Absolute Deviation (MAD)182
Skewness-4.652236436
Sum1.161578566 × 1011
Variance1.587388537 × 1013
MonotonicityNot monotonic
2025-04-09T11:29:31.752168image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
20180731 288
 
4.8%
20180831 253
 
4.2%
20180930 245
 
4.1%
10101 244
 
4.1%
20181130 222
 
3.7%
20181031 213
 
3.5%
20181231 190
 
3.2%
20180725 45
 
0.8%
20180816 44
 
0.7%
20180817 43
 
0.7%
Other values (322) 4213
70.2%
ValueCountFrequency (%)
10101 244
4.1%
20150716 6
 
0.1%
20150725 1
 
< 0.1%
20150731 10
 
0.2%
20150909 6
 
0.1%
ValueCountFrequency (%)
20181231 190
3.2%
20181230 25
 
0.4%
20181229 20
 
0.3%
20181228 22
 
0.4%
20181227 21
 
0.4%

최종이용일자_신판
Real number (ℝ)

Distinct337
Distinct (%)5.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19359567.58
Minimum10101
Maximum20181231
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:31.836862image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum10101
5-th percentile20160501
Q120180727
median20180907
Q320181031
95-th percentile20181225.05
Maximum20181231
Range20171130
Interquartile range (IQR)304

Descriptive statistics

Standard deviation3984189.169
Coefficient of variation (CV)0.2057994918
Kurtosis19.64987592
Mean19359567.58
Median Absolute Deviation (MAD)180
Skewness-4.652235799
Sum1.161574055 × 1011
Variance1.587376334 × 1013
MonotonicityNot monotonic
2025-04-09T11:29:31.921481image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
20180731 289
 
4.8%
20180831 256
 
4.3%
20180930 251
 
4.2%
10101 244
 
4.1%
20181130 222
 
3.7%
20181031 213
 
3.5%
20181231 190
 
3.2%
20180725 45
 
0.8%
20180816 45
 
0.8%
20180817 42
 
0.7%
Other values (327) 4203
70.0%
ValueCountFrequency (%)
10101 244
4.1%
20150716 6
 
0.1%
20150725 1
 
< 0.1%
20150731 11
 
0.2%
20150909 6
 
0.1%
ValueCountFrequency (%)
20181231 190
3.2%
20181230 24
 
0.4%
20181229 20
 
0.3%
20181228 21
 
0.4%
20181227 20
 
0.3%

최종이용일자_CA
Real number (ℝ)

Distinct381
Distinct (%)6.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6859482.892
Minimum10101
Maximum20181230
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:32.006110image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum10101
5-th percentile10101
Q110101
median10101
Q320140703.75
95-th percentile20180625.2
Maximum20181230
Range20171129
Interquartile range (IQR)20130602.75

Descriptive statistics

Standard deviation9543779.508
Coefficient of variation (CV)1.391326381
Kurtosis-1.543945935
Mean6859482.892
Median Absolute Deviation (MAD)0
Skewness0.6756940209
Sum4.115689735 × 1010
Variance9.10837273 × 1013
MonotonicityNot monotonic
2025-04-09T11:29:32.084332image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
10101 3960
66.0%
20131123 18
 
0.3%
20140731 12
 
0.2%
20160701 12
 
0.2%
20180524 12
 
0.2%
20140630 12
 
0.2%
20140615 12
 
0.2%
20140328 12
 
0.2%
20180615 12
 
0.2%
20130224 12
 
0.2%
Other values (371) 1926
32.1%
ValueCountFrequency (%)
10101 3960
66.0%
20100517 6
 
0.1%
20110816 6
 
0.1%
20110821 6
 
0.1%
20120311 6
 
0.1%
ValueCountFrequency (%)
20181230 1
 
< 0.1%
20181228 1
 
< 0.1%
20181227 1
 
< 0.1%
20181225 2
< 0.1%
20181224 3
0.1%

최종이용일자_카드론
Real number (ℝ)

Distinct158
Distinct (%)2.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3476140.758
Minimum10101
Maximum20180627
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:32.168881image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum10101
5-th percentile10101
Q110101
median10101
Q310101
95-th percentile20171105
Maximum20180627
Range20170526
Interquartile range (IQR)0

Descriptive statistics

Standard deviation7605377.675
Coefficient of variation (CV)2.187879664
Kurtosis1.023545747
Mean3476140.758
Median Absolute Deviation (MAD)0
Skewness1.738735528
Sum2.085684455 × 1010
Variance5.784176958 × 1013
MonotonicityNot monotonic
2025-04-09T11:29:32.253518image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
10101 4968
82.8%
20150525 12
 
0.2%
20180615 12
 
0.2%
20171127 12
 
0.2%
20151031 12
 
0.2%
20150227 12
 
0.2%
20180611 12
 
0.2%
20160506 12
 
0.2%
20171207 12
 
0.2%
20171224 12
 
0.2%
Other values (148) 924
 
15.4%
ValueCountFrequency (%)
10101 4968
82.8%
20140128 6
 
0.1%
20140613 6
 
0.1%
20140628 6
 
0.1%
20140729 6
 
0.1%
ValueCountFrequency (%)
20180627 6
0.1%
20180617 6
0.1%
20180616 6
0.1%
20180615 12
0.2%
20180614 6
0.1%

최종이용일자_체크
Real number (ℝ)

Distinct362
Distinct (%)6.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7345670.168
Minimum10101
Maximum20181231
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:32.338174image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum10101
5-th percentile10101
Q110101
median10101
Q320141228.5
95-th percentile20181102
Maximum20181231
Range20171130
Interquartile range (IQR)20131127.5

Descriptive statistics

Standard deviation9697241.234
Coefficient of variation (CV)1.320130228
Kurtosis-1.680809068
Mean7345670.168
Median Absolute Deviation (MAD)0
Skewness0.5654598951
Sum4.407402101 × 1010
Variance9.403648754 × 1013
MonotonicityNot monotonic
2025-04-09T11:29:32.423020image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
10101 3816
63.6%
20181130 92
 
1.5%
20181231 85
 
1.4%
20180930 79
 
1.3%
20181031 73
 
1.2%
20180831 69
 
1.1%
20180731 60
 
1.0%
20170731 36
 
0.6%
20160731 30
 
0.5%
20141210 24
 
0.4%
Other values (352) 1636
27.3%
ValueCountFrequency (%)
10101 3816
63.6%
20121002 6
 
0.1%
20130327 6
 
0.1%
20130409 6
 
0.1%
20130522 18
 
0.3%
ValueCountFrequency (%)
20181231 85
1.4%
20181230 2
 
< 0.1%
20181229 1
 
< 0.1%
20181228 2
 
< 0.1%
20181227 3
 
0.1%

최종이용일자_일시불
Real number (ℝ)

Distinct331
Distinct (%)5.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19325764.2
Minimum10101
Maximum20181231
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:32.507187image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum10101
5-th percentile20160314
Q120180726
median20180906
Q320181031
95-th percentile20181225
Maximum20181231
Range20171130
Interquartile range (IQR)305

Descriptive statistics

Standard deviation4061440.995
Coefficient of variation (CV)0.2101568121
Kurtosis18.68276109
Mean19325764.2
Median Absolute Deviation (MAD)179
Skewness-4.547142134
Sum1.159545852 × 1011
Variance1.649530296 × 1013
MonotonicityNot monotonic
2025-04-09T11:29:32.585320image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
20180731 293
 
4.9%
20180831 255
 
4.2%
10101 254
 
4.2%
20180930 250
 
4.2%
20181130 219
 
3.6%
20181031 215
 
3.6%
20181231 190
 
3.2%
20180816 43
 
0.7%
20180725 42
 
0.7%
20180817 42
 
0.7%
Other values (321) 4197
70.0%
ValueCountFrequency (%)
10101 254
4.2%
20150708 6
 
0.1%
20150709 1
 
< 0.1%
20150716 6
 
0.1%
20150724 1
 
< 0.1%
ValueCountFrequency (%)
20181231 190
3.2%
20181230 23
 
0.4%
20181229 20
 
0.3%
20181228 19
 
0.3%
20181227 19
 
0.3%

최종이용일자_할부
Real number (ℝ)

Distinct607
Distinct (%)10.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14387115.66
Minimum10101
Maximum20181230
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:32.670087image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum10101
5-th percentile10101
Q110101
median20160707
Q320180508
95-th percentile20181012
Maximum20181230
Range20171129
Interquartile range (IQR)20170407

Descriptive statistics

Standard deviation9118523.59
Coefficient of variation (CV)0.6337978931
Kurtosis-1.111386224
Mean14387115.66
Median Absolute Deviation (MAD)19905
Skewness-0.942855795
Sum8.632269394 × 1010
Variance8.314747246 × 1013
MonotonicityNot monotonic
2025-04-09T11:29:32.754834image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
10101 1721
28.7%
20180626 43
 
0.7%
20180625 36
 
0.6%
20160307 30
 
0.5%
20180608 29
 
0.5%
20180627 28
 
0.5%
20180628 26
 
0.4%
20180430 24
 
0.4%
20180620 24
 
0.4%
20180614 24
 
0.4%
Other values (597) 4015
66.9%
ValueCountFrequency (%)
10101 1721
28.7%
20130915 6
 
0.1%
20131105 6
 
0.1%
20131231 6
 
0.1%
20140117 6
 
0.1%
ValueCountFrequency (%)
20181230 1
 
< 0.1%
20181229 1
 
< 0.1%
20181228 2
< 0.1%
20181227 1
 
< 0.1%
20181225 4
0.1%

이용건수_신용_B0M
Real number (ℝ)

Zeros 

Distinct89
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.433
Minimum-3
Maximum86
Zeros478
Zeros (%)8.0%
Negative1066
Negative (%)17.8%
Memory size47.0 KiB
2025-04-09T11:29:32.839557image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-3
5-th percentile-2
Q10
median6
Q321
95-th percentile63
Maximum86
Range89
Interquartile range (IQR)21

Descriptive statistics

Standard deviation20.05927649
Coefficient of variation (CV)1.389820307
Kurtosis1.761951695
Mean14.433
Median Absolute Deviation (MAD)7
Skewness1.588413756
Sum86598
Variance402.3745734
MonotonicityNot monotonic
2025-04-09T11:29:32.908567image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 478
 
8.0%
-1 463
 
7.7%
1 416
 
6.9%
2 320
 
5.3%
-2 316
 
5.3%
-3 287
 
4.8%
3 267
 
4.5%
4 221
 
3.7%
5 204
 
3.4%
6 158
 
2.6%
Other values (79) 2870
47.8%
ValueCountFrequency (%)
-3 287
4.8%
-2 316
5.3%
-1 463
7.7%
0 478
8.0%
1 416
6.9%
ValueCountFrequency (%)
86 1
 
< 0.1%
84 2
 
< 0.1%
83 8
0.1%
82 8
0.1%
81 4
0.1%

이용건수_신판_B0M
Real number (ℝ)

Zeros 

Distinct89
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.34616667
Minimum-3
Maximum86
Zeros489
Zeros (%)8.2%
Negative1085
Negative (%)18.1%
Memory size47.0 KiB
2025-04-09T11:29:32.986802image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-3
5-th percentile-2
Q10
median6
Q321
95-th percentile63
Maximum86
Range89
Interquartile range (IQR)21

Descriptive statistics

Standard deviation20.05418569
Coefficient of variation (CV)1.397877646
Kurtosis1.780796584
Mean14.34616667
Median Absolute Deviation (MAD)7
Skewness1.593371948
Sum86077
Variance402.1703637
MonotonicityNot monotonic
2025-04-09T11:29:33.055709image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 489
 
8.2%
-1 465
 
7.8%
1 422
 
7.0%
-2 324
 
5.4%
2 318
 
5.3%
-3 296
 
4.9%
3 265
 
4.4%
4 213
 
3.5%
5 199
 
3.3%
6 157
 
2.6%
Other values (79) 2852
47.5%
ValueCountFrequency (%)
-3 296
4.9%
-2 324
5.4%
-1 465
7.8%
0 489
8.2%
1 422
7.0%
ValueCountFrequency (%)
86 1
 
< 0.1%
84 2
 
< 0.1%
83 8
0.1%
82 8
0.1%
81 4
0.1%

이용건수_일시불_B0M
Real number (ℝ)

Zeros 

Distinct88
Distinct (%)1.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.2105
Minimum-3
Maximum84
Zeros490
Zeros (%)8.2%
Negative1097
Negative (%)18.3%
Memory size47.0 KiB
2025-04-09T11:29:33.124724image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-3
5-th percentile-3
Q10
median5
Q321
95-th percentile62
Maximum84
Range87
Interquartile range (IQR)21

Descriptive statistics

Standard deviation19.96483464
Coefficient of variation (CV)1.40493541
Kurtosis1.793098123
Mean14.2105
Median Absolute Deviation (MAD)6
Skewness1.598435995
Sum85263
Variance398.5946222
MonotonicityNot monotonic
2025-04-09T11:29:33.209407image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 490
 
8.2%
-1 462
 
7.7%
1 421
 
7.0%
-2 327
 
5.5%
2 324
 
5.4%
-3 308
 
5.1%
3 277
 
4.6%
4 202
 
3.4%
5 198
 
3.3%
6 159
 
2.6%
Other values (78) 2832
47.2%
ValueCountFrequency (%)
-3 308
5.1%
-2 327
5.5%
-1 462
7.7%
0 490
8.2%
1 421
7.0%
ValueCountFrequency (%)
84 1
 
< 0.1%
83 5
0.1%
82 5
0.1%
81 9
0.1%
80 10
0.2%

이용건수_할부_B0M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1356666667
Minimum0
Maximum3
Zeros5340
Zeros (%)89.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:33.256406image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4166815244
Coefficient of variation (CV)3.071362588
Kurtosis12.49882861
Mean0.1356666667
Median Absolute Deviation (MAD)0
Skewness3.409186419
Sum814
Variance0.1736234928
MonotonicityNot monotonic
2025-04-09T11:29:33.309737image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5340
89.0%
1 521
 
8.7%
2 124
 
2.1%
3 15
 
0.2%
ValueCountFrequency (%)
0 5340
89.0%
1 521
 
8.7%
2 124
 
2.1%
3 15
 
0.2%
ValueCountFrequency (%)
3 15
 
0.2%
2 124
 
2.1%
1 521
 
8.7%
0 5340
89.0%

이용건수_할부_유이자_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.023
Minimum0
Maximum1
Zeros5862
Zeros (%)97.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:33.372355image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1499157957
Coefficient of variation (CV)6.518078073
Kurtosis38.53490709
Mean0.023
Median Absolute Deviation (MAD)0
Skewness6.365694167
Sum138
Variance0.02247474579
MonotonicityNot monotonic
2025-04-09T11:29:33.425653image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5862
97.7%
1 138
 
2.3%
ValueCountFrequency (%)
0 5862
97.7%
1 138
 
2.3%
ValueCountFrequency (%)
1 138
 
2.3%
0 5862
97.7%

이용건수_할부_무이자_B0M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1126666667
Minimum0
Maximum2
Zeros5411
Zeros (%)90.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:33.488153image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3591578872
Coefficient of variation (CV)3.187791898
Kurtosis11.1975229
Mean0.1126666667
Median Absolute Deviation (MAD)0
Skewness3.33958949
Sum676
Variance0.128994388
MonotonicityNot monotonic
2025-04-09T11:29:33.541537image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5411
90.2%
1 502
 
8.4%
2 87
 
1.5%
ValueCountFrequency (%)
0 5411
90.2%
1 502
 
8.4%
2 87
 
1.5%
ValueCountFrequency (%)
2 87
 
1.5%
1 502
 
8.4%
0 5411
90.2%

이용건수_CA_B0M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08683333333
Minimum0
Maximum2
Zeros5738
Zeros (%)95.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:33.610566image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.407006447
Coefficient of variation (CV)4.687214361
Kurtosis18.11214122
Mean0.08683333333
Median Absolute Deviation (MAD)0
Skewness4.481955276
Sum521
Variance0.1656542479
MonotonicityNot monotonic
2025-04-09T11:29:33.657555image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5738
95.6%
2 259
 
4.3%
1 3
 
0.1%
ValueCountFrequency (%)
0 5738
95.6%
1 3
 
0.1%
2 259
 
4.3%
ValueCountFrequency (%)
2 259
 
4.3%
1 3
 
0.1%
0 5738
95.6%

이용건수_체크_B0M
Real number (ℝ)

Zeros 

Distinct64
Distinct (%)1.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.295666667
Minimum0
Maximum64
Zeros5121
Zeros (%)85.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:33.741786image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile24
Maximum64
Range64
Interquartile range (IQR)0

Descriptive statistics

Standard deviation9.590250781
Coefficient of variation (CV)2.909957757
Kurtosis12.45231338
Mean3.295666667
Median Absolute Deviation (MAD)0
Skewness3.467007115
Sum19774
Variance91.97291004
MonotonicityNot monotonic
2025-04-09T11:29:33.810833image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5121
85.4%
12 57
 
0.9%
10 46
 
0.8%
13 44
 
0.7%
14 43
 
0.7%
11 38
 
0.6%
15 37
 
0.6%
9 35
 
0.6%
16 33
 
0.5%
17 32
 
0.5%
Other values (54) 514
 
8.6%
ValueCountFrequency (%)
0 5121
85.4%
1 1
 
< 0.1%
2 1
 
< 0.1%
3 3
 
0.1%
4 3
 
0.1%
ValueCountFrequency (%)
64 1
< 0.1%
63 1
< 0.1%
62 1
< 0.1%
61 2
< 0.1%
59 1
< 0.1%

이용금액_일시불_B0M
Real number (ℝ)

Zeros 

Distinct3823
Distinct (%)63.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3658.7705
Minimum-1748
Maximum28376
Zeros1353
Zeros (%)22.6%
Negative330
Negative (%)5.5%
Memory size47.0 KiB
2025-04-09T11:29:33.889067image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1748
5-th percentile-40.1
Q10
median2115.5
Q35054.75
95-th percentile14419.8
Maximum28376
Range30124
Interquartile range (IQR)5054.75

Descriptive statistics

Standard deviation4895.757653
Coefficient of variation (CV)1.338088206
Kurtosis4.718172836
Mean3658.7705
Median Absolute Deviation (MAD)2115.5
Skewness2.077091498
Sum21952623
Variance23968443
MonotonicityNot monotonic
2025-04-09T11:29:33.957976image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1353
 
22.6%
2065 5
 
0.1%
1553 4
 
0.1%
2281 4
 
0.1%
1494 4
 
0.1%
133 4
 
0.1%
1512 4
 
0.1%
2840 4
 
0.1%
838 4
 
0.1%
1993 4
 
0.1%
Other values (3813) 4610
76.8%
ValueCountFrequency (%)
-1748 1
< 0.1%
-1626 1
< 0.1%
-1467 1
< 0.1%
-1400 1
< 0.1%
-1355 1
< 0.1%
ValueCountFrequency (%)
28376 1
< 0.1%
27353 1
< 0.1%
27019 1
< 0.1%
27017 1
< 0.1%
26438 1
< 0.1%

이용금액_할부_B0M
Real number (ℝ)

Zeros 

Distinct431
Distinct (%)7.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean376.949
Minimum0
Maximum11232
Zeros5532
Zeros (%)92.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:34.042637image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4147.15
Maximum11232
Range11232
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1360.014041
Coefficient of variation (CV)3.607952379
Kurtosis15.42919609
Mean376.949
Median Absolute Deviation (MAD)0
Skewness3.835592721
Sum2261694
Variance1849638.193
MonotonicityNot monotonic
2025-04-09T11:29:34.127252image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5532
92.2%
3815 3
 
0.1%
4081 3
 
0.1%
4791 3
 
0.1%
5010 2
 
< 0.1%
3865 2
 
< 0.1%
4631 2
 
< 0.1%
4341 2
 
< 0.1%
4408 2
 
< 0.1%
3718 2
 
< 0.1%
Other values (421) 447
 
7.4%
ValueCountFrequency (%)
0 5532
92.2%
2779 1
 
< 0.1%
3138 1
 
< 0.1%
3140 1
 
< 0.1%
3173 1
 
< 0.1%
ValueCountFrequency (%)
11232 1
< 0.1%
10864 1
< 0.1%
10596 1
< 0.1%
10340 1
< 0.1%
10129 1
< 0.1%

이용금액_할부_유이자_B0M
Real number (ℝ)

Zeros 

Distinct117
Distinct (%)1.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean90.53583333
Minimum0
Maximum6245
Zeros5881
Zeros (%)98.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:34.189752image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6245
Range6245
Interquartile range (IQR)0

Descriptive statistics

Standard deviation639.922682
Coefficient of variation (CV)7.068170231
Kurtosis47.6819405
Mean90.53583333
Median Absolute Deviation (MAD)0
Skewness7.00589146
Sum543215
Variance409501.0389
MonotonicityNot monotonic
2025-04-09T11:29:34.274387image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5881
98.0%
4298 2
 
< 0.1%
4559 2
 
< 0.1%
4940 2
 
< 0.1%
4001 1
 
< 0.1%
4460 1
 
< 0.1%
3560 1
 
< 0.1%
4950 1
 
< 0.1%
4287 1
 
< 0.1%
5332 1
 
< 0.1%
Other values (107) 107
 
1.8%
ValueCountFrequency (%)
0 5881
98.0%
3291 1
 
< 0.1%
3560 1
 
< 0.1%
3654 1
 
< 0.1%
3706 1
 
< 0.1%
ValueCountFrequency (%)
6245 1
< 0.1%
5747 1
< 0.1%
5689 1
< 0.1%
5510 1
< 0.1%
5432 1
< 0.1%

이용금액_할부_무이자_B0M
Real number (ℝ)

Zeros 

Distinct363
Distinct (%)6.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean286.4088333
Minimum0
Maximum7442
Zeros5605
Zeros (%)93.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:34.359125image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3808.15
Maximum7442
Range7442
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1093.408655
Coefficient of variation (CV)3.817649904
Kurtosis11.98865679
Mean286.4088333
Median Absolute Deviation (MAD)0
Skewness3.670823433
Sum1718453
Variance1195542.487
MonotonicityNot monotonic
2025-04-09T11:29:34.428040image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5605
93.4%
4791 3
 
0.1%
3815 3
 
0.1%
4081 3
 
0.1%
4363 3
 
0.1%
3717 2
 
< 0.1%
4721 2
 
< 0.1%
5010 2
 
< 0.1%
3777 2
 
< 0.1%
5302 2
 
< 0.1%
Other values (353) 373
 
6.2%
ValueCountFrequency (%)
0 5605
93.4%
2779 1
 
< 0.1%
3138 1
 
< 0.1%
3140 1
 
< 0.1%
3173 1
 
< 0.1%
ValueCountFrequency (%)
7442 1
< 0.1%
6714 1
< 0.1%
6479 1
< 0.1%
6140 1
< 0.1%
6111 1
< 0.1%

이용금액_CA_B0M
Real number (ℝ)

Zeros 

Distinct259
Distinct (%)4.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean429.8865
Minimum0
Maximum18907
Zeros5739
Zeros (%)95.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:34.512670image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum18907
Range18907
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2100.832808
Coefficient of variation (CV)4.886947621
Kurtosis26.10638681
Mean429.8865
Median Absolute Deviation (MAD)0
Skewness5.089041882
Sum2579319
Variance4413498.489
MonotonicityNot monotonic
2025-04-09T11:29:34.590800image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5739
95.7%
8871 2
 
< 0.1%
6030 2
 
< 0.1%
8542 2
 
< 0.1%
6939 1
 
< 0.1%
6812 1
 
< 0.1%
11288 1
 
< 0.1%
15298 1
 
< 0.1%
12287 1
 
< 0.1%
13445 1
 
< 0.1%
Other values (249) 249
 
4.2%
ValueCountFrequency (%)
0 5739
95.7%
4630 1
 
< 0.1%
4729 1
 
< 0.1%
5048 1
 
< 0.1%
5178 1
 
< 0.1%
ValueCountFrequency (%)
18907 1
< 0.1%
18817 1
< 0.1%
18627 1
< 0.1%
17755 1
< 0.1%
17524 1
< 0.1%

이용금액_체크_B0M
Real number (ℝ)

Zeros 

Distinct832
Distinct (%)13.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean709.7203333
Minimum-341
Maximum13738
Zeros5121
Zeros (%)85.4%
Negative3
Negative (%)< 0.1%
Memory size47.0 KiB
2025-04-09T11:29:34.676487image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-341
5-th percentile0
Q10
median0
Q30
95-th percentile5040
Maximum13738
Range14079
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2070.374551
Coefficient of variation (CV)2.917169558
Kurtosis12.99424427
Mean709.7203333
Median Absolute Deviation (MAD)0
Skewness3.510836811
Sum4258322
Variance4286450.782
MonotonicityNot monotonic
2025-04-09T11:29:34.760025image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5121
85.4%
3511 3
 
0.1%
2476 3
 
0.1%
3587 3
 
0.1%
2765 2
 
< 0.1%
7284 2
 
< 0.1%
2252 2
 
< 0.1%
2161 2
 
< 0.1%
4818 2
 
< 0.1%
1698 2
 
< 0.1%
Other values (822) 858
 
14.3%
ValueCountFrequency (%)
-341 1
 
< 0.1%
-235 1
 
< 0.1%
-176 1
 
< 0.1%
0 5121
85.4%
58 1
 
< 0.1%
ValueCountFrequency (%)
13738 1
< 0.1%
13707 1
< 0.1%
13592 1
< 0.1%
13469 1
< 0.1%
13431 1
< 0.1%

이용후경과월_신용
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.3515
Minimum0
Maximum12
Zeros3255
Zeros (%)54.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:34.828641image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)2

Descriptive statistics

Standard deviation3.997742456
Coefficient of variation (CV)1.700081844
Kurtosis1.240550237
Mean2.3515
Median Absolute Deviation (MAD)0
Skewness1.678285747
Sum14109
Variance15.98194474
MonotonicityNot monotonic
2025-04-09T11:29:34.891260image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0 3255
54.2%
1 948
 
15.8%
12 669
 
11.2%
2 374
 
6.2%
3 180
 
3.0%
4 153
 
2.5%
8 98
 
1.6%
6 68
 
1.1%
9 65
 
1.1%
5 62
 
1.0%
Other values (3) 128
 
2.1%
ValueCountFrequency (%)
0 3255
54.2%
1 948
 
15.8%
2 374
 
6.2%
3 180
 
3.0%
4 153
 
2.5%
ValueCountFrequency (%)
12 669
11.2%
11 37
 
0.6%
10 34
 
0.6%
9 65
 
1.1%
8 98
 
1.6%

이용후경과월_신판
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.456
Minimum0
Maximum12
Zeros3099
Zeros (%)51.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:34.960158image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)2

Descriptive statistics

Standard deviation4.030356224
Coefficient of variation (CV)1.641024521
Kurtosis1.03656112
Mean2.456
Median Absolute Deviation (MAD)0
Skewness1.61475773
Sum14736
Variance16.2437713
MonotonicityNot monotonic
2025-04-09T11:29:35.013539image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0 3099
51.6%
1 988
 
16.5%
12 684
 
11.4%
2 428
 
7.1%
3 192
 
3.2%
4 155
 
2.6%
8 113
 
1.9%
6 76
 
1.3%
9 71
 
1.2%
5 63
 
1.1%
Other values (3) 131
 
2.2%
ValueCountFrequency (%)
0 3099
51.6%
1 988
 
16.5%
2 428
 
7.1%
3 192
 
3.2%
4 155
 
2.6%
ValueCountFrequency (%)
12 684
11.4%
11 38
 
0.6%
10 35
 
0.6%
9 71
 
1.2%
8 113
 
1.9%

이용후경과월_일시불
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.876333333
Minimum0
Maximum12
Zeros4352
Zeros (%)72.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:35.076153image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)1

Descriptive statistics

Standard deviation3.95461499
Coefficient of variation (CV)2.107629236
Kurtosis2.200068191
Mean1.876333333
Median Absolute Deviation (MAD)0
Skewness1.979646941
Sum11258
Variance15.63897972
MonotonicityNot monotonic
2025-04-09T11:29:35.144762image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0 4352
72.5%
12 677
 
11.3%
1 340
 
5.7%
2 200
 
3.3%
3 130
 
2.2%
4 89
 
1.5%
5 42
 
0.7%
6 33
 
0.5%
9 31
 
0.5%
10 28
 
0.5%
Other values (3) 78
 
1.3%
ValueCountFrequency (%)
0 4352
72.5%
1 340
 
5.7%
2 200
 
3.3%
3 130
 
2.2%
4 89
 
1.5%
ValueCountFrequency (%)
12 677
11.3%
11 27
 
0.4%
10 28
 
0.5%
9 31
 
0.5%
8 27
 
0.4%

이용후경과월_할부
Real number (ℝ)

Zeros 

Distinct12
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.230833333
Minimum0
Maximum12
Zeros286
Zeros (%)4.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:35.213766image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q13
median12
Q312
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)9

Descriptive statistics

Standard deviation4.570597813
Coefficient of variation (CV)0.5553019515
Kurtosis-1.294511333
Mean8.230833333
Median Absolute Deviation (MAD)0
Skewness-0.6354528958
Sum49385
Variance20.89036437
MonotonicityNot monotonic
2025-04-09T11:29:35.276270image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
12 3258
54.3%
1 613
 
10.2%
8 394
 
6.6%
2 335
 
5.6%
0 286
 
4.8%
4 285
 
4.8%
3 280
 
4.7%
7 212
 
3.5%
9 151
 
2.5%
6 96
 
1.6%
Other values (2) 90
 
1.5%
ValueCountFrequency (%)
0 286
4.8%
1 613
10.2%
2 335
5.6%
3 280
4.7%
4 285
4.8%
ValueCountFrequency (%)
12 3258
54.3%
10 1
 
< 0.1%
9 151
 
2.5%
8 394
 
6.6%
7 212
 
3.5%

이용후경과월_할부_유이자
Real number (ℝ)

Distinct12
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.46416667
Minimum0
Maximum12
Zeros40
Zeros (%)0.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:35.329657image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q112
median12
Q312
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3.276406331
Coefficient of variation (CV)0.3131072388
Kurtosis2.402704994
Mean10.46416667
Median Absolute Deviation (MAD)0
Skewness-1.967497171
Sum62785
Variance10.73483845
MonotonicityNot monotonic
2025-04-09T11:29:35.392376image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
12 4750
79.2%
8 231
 
3.9%
1 211
 
3.5%
2 151
 
2.5%
3 149
 
2.5%
7 135
 
2.2%
4 109
 
1.8%
9 98
 
1.6%
6 64
 
1.1%
5 58
 
1.0%
Other values (2) 44
 
0.7%
ValueCountFrequency (%)
0 40
 
0.7%
1 211
3.5%
2 151
2.5%
3 149
2.5%
4 109
1.8%
ValueCountFrequency (%)
12 4750
79.2%
10 4
 
0.1%
9 98
 
1.6%
8 231
 
3.9%
7 135
 
2.2%

이용후경과월_할부_무이자
Real number (ℝ)

Zeros 

Distinct11
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.580833333
Minimum0
Maximum12
Zeros253
Zeros (%)4.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:35.461267image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q14
median12
Q312
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)8

Descriptive statistics

Standard deviation4.45732849
Coefficient of variation (CV)0.5194517032
Kurtosis-1.096470969
Mean8.580833333
Median Absolute Deviation (MAD)0
Skewness-0.7705535026
Sum51485
Variance19.86777727
MonotonicityNot monotonic
2025-04-09T11:29:35.514553image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%)
12 3510
58.5%
1 506
 
8.4%
8 335
 
5.6%
2 303
 
5.1%
4 282
 
4.7%
3 275
 
4.6%
0 253
 
4.2%
7 211
 
3.5%
5 113
 
1.9%
6 110
 
1.8%
ValueCountFrequency (%)
0 253
4.2%
1 506
8.4%
2 303
5.1%
3 275
4.6%
4 282
4.7%
ValueCountFrequency (%)
12 3510
58.5%
9 102
 
1.7%
8 335
 
5.6%
7 211
 
3.5%
6 110
 
1.8%

이용후경과월_부분무이자
Real number (ℝ)

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.86466667
Minimum1
Maximum12
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:35.577061image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile12
Q112
median12
Q312
95-th percentile12
Maximum12
Range11
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.082996015
Coefficient of variation (CV)0.09127909326
Kurtosis67.49826111
Mean11.86466667
Median Absolute Deviation (MAD)0
Skewness-8.206387013
Sum71188
Variance1.172880369
MonotonicityNot monotonic
2025-04-09T11:29:35.646099image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
12 5903
98.4%
2 48
 
0.8%
5 28
 
0.5%
7 10
 
0.2%
6 6
 
0.1%
1 3
 
0.1%
3 1
 
< 0.1%
4 1
 
< 0.1%
ValueCountFrequency (%)
1 3
 
0.1%
2 48
0.8%
3 1
 
< 0.1%
4 1
 
< 0.1%
5 28
0.5%
ValueCountFrequency (%)
12 5903
98.4%
7 10
 
0.2%
6 6
 
0.1%
5 28
 
0.5%
4 1
 
< 0.1%

이용후경과월_CA
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.0865
Minimum0
Maximum12
Zeros262
Zeros (%)4.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:35.692953image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q112
median12
Q312
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.917550874
Coefficient of variation (CV)0.2631624835
Kurtosis8.249425227
Mean11.0865
Median Absolute Deviation (MAD)0
Skewness-3.121320863
Sum66519
Variance8.512103101
MonotonicityNot monotonic
2025-04-09T11:29:35.761962image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
12 5387
89.8%
0 262
 
4.4%
6 47
 
0.8%
4 43
 
0.7%
5 43
 
0.7%
3 40
 
0.7%
2 37
 
0.6%
7 33
 
0.5%
1 28
 
0.5%
8 23
 
0.4%
Other values (3) 57
 
0.9%
ValueCountFrequency (%)
0 262
4.4%
1 28
 
0.5%
2 37
 
0.6%
3 40
 
0.7%
4 43
 
0.7%
ValueCountFrequency (%)
12 5387
89.8%
11 19
 
0.3%
10 18
 
0.3%
9 20
 
0.3%
8 23
 
0.4%

이용후경과월_체크
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.03083333
Minimum0
Maximum12
Zeros879
Zeros (%)14.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:35.815379image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q112
median12
Q312
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4.327393792
Coefficient of variation (CV)0.4314092008
Kurtosis1.381285907
Mean10.03083333
Median Absolute Deviation (MAD)0
Skewness-1.816023015
Sum60185
Variance18.72633703
MonotonicityNot monotonic
2025-04-09T11:29:35.877885image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
12 4896
81.6%
0 879
 
14.6%
6 28
 
0.5%
9 25
 
0.4%
7 25
 
0.4%
5 23
 
0.4%
8 22
 
0.4%
10 22
 
0.4%
4 20
 
0.3%
11 17
 
0.3%
Other values (3) 43
 
0.7%
ValueCountFrequency (%)
0 879
14.6%
1 13
 
0.2%
2 16
 
0.3%
3 14
 
0.2%
4 20
 
0.3%
ValueCountFrequency (%)
12 4896
81.6%
11 17
 
0.3%
10 22
 
0.4%
9 25
 
0.4%
8 22
 
0.4%

이용후경과월_카드론
Real number (ℝ)

Distinct12
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.73866667
Minimum1
Maximum12
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:35.947128image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile12
Q112
median12
Q312
95-th percentile12
Maximum12
Range11
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.320225507
Coefficient of variation (CV)0.1124680974
Kurtosis32.78875466
Mean11.73866667
Median Absolute Deviation (MAD)0
Skewness-5.637923701
Sum70432
Variance1.742995388
MonotonicityNot monotonic
2025-04-09T11:29:36.009534image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
12 5705
95.1%
8 33
 
0.5%
10 33
 
0.5%
11 32
 
0.5%
6 31
 
0.5%
9 31
 
0.5%
5 29
 
0.5%
7 28
 
0.5%
4 26
 
0.4%
3 23
 
0.4%
Other values (2) 29
 
0.5%
ValueCountFrequency (%)
1 11
 
0.2%
2 18
0.3%
3 23
0.4%
4 26
0.4%
5 29
0.5%
ValueCountFrequency (%)
12 5705
95.1%
11 32
 
0.5%
10 33
 
0.5%
9 31
 
0.5%
8 33
 
0.5%

이용건수_신용_R12M
Real number (ℝ)

Zeros 

Distinct843
Distinct (%)14.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean177.4491667
Minimum-1
Maximum989
Zeros669
Zeros (%)11.2%
Negative649
Negative (%)10.8%
Memory size47.0 KiB
2025-04-09T11:29:36.078564image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile-1
Q16
median89.5
Q3245
95-th percentile741.1
Maximum989
Range990
Interquartile range (IQR)239

Descriptive statistics

Standard deviation228.7317201
Coefficient of variation (CV)1.288998559
Kurtosis1.912094177
Mean177.4491667
Median Absolute Deviation (MAD)89.5
Skewness1.634607119
Sum1064695
Variance52318.19978
MonotonicityNot monotonic
2025-04-09T11:29:36.147845image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 669
 
11.2%
-1 649
 
10.8%
3 46
 
0.8%
2 38
 
0.6%
6 35
 
0.6%
4 32
 
0.5%
16 30
 
0.5%
25 29
 
0.5%
46 29
 
0.5%
5 27
 
0.4%
Other values (833) 4416
73.6%
ValueCountFrequency (%)
-1 649
10.8%
0 669
11.2%
1 24
 
0.4%
2 38
 
0.6%
3 46
 
0.8%
ValueCountFrequency (%)
989 1
< 0.1%
983 1
< 0.1%
978 1
< 0.1%
972 1
< 0.1%
963 1
< 0.1%

이용건수_신판_R12M
Real number (ℝ)

Zeros 

Distinct844
Distinct (%)14.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean176.4348333
Minimum-1
Maximum989
Zeros678
Zeros (%)11.3%
Negative716
Negative (%)11.9%
Memory size47.0 KiB
2025-04-09T11:29:36.232384image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile-1
Q14
median88
Q3245
95-th percentile740
Maximum989
Range990
Interquartile range (IQR)241

Descriptive statistics

Standard deviation228.6361363
Coefficient of variation (CV)1.29586733
Kurtosis1.932678639
Mean176.4348333
Median Absolute Deviation (MAD)88
Skewness1.640334361
Sum1058609
Variance52274.48283
MonotonicityNot monotonic
2025-04-09T11:29:36.317016image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-1 716
 
11.9%
0 678
 
11.3%
3 46
 
0.8%
4 34
 
0.6%
6 31
 
0.5%
2 29
 
0.5%
30 29
 
0.5%
7 29
 
0.5%
17 28
 
0.5%
34 26
 
0.4%
Other values (834) 4354
72.6%
ValueCountFrequency (%)
-1 716
11.9%
0 678
11.3%
1 19
 
0.3%
2 29
 
0.5%
3 46
 
0.8%
ValueCountFrequency (%)
989 1
< 0.1%
983 1
< 0.1%
978 1
< 0.1%
972 1
< 0.1%
963 1
< 0.1%

이용건수_일시불_R12M
Real number (ℝ)

Zeros 

Distinct832
Distinct (%)13.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean173.6603333
Minimum-1
Maximum972
Zeros679
Zeros (%)11.3%
Negative841
Negative (%)14.0%
Memory size47.0 KiB
2025-04-09T11:29:36.395147image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile-1
Q10
median85
Q3240
95-th percentile734
Maximum972
Range973
Interquartile range (IQR)240

Descriptive statistics

Standard deviation227.0690931
Coefficient of variation (CV)1.30754726
Kurtosis1.966719973
Mean173.6603333
Median Absolute Deviation (MAD)85
Skewness1.652422239
Sum1041962
Variance51560.37302
MonotonicityNot monotonic
2025-04-09T11:29:36.464231image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-1 841
 
14.0%
0 679
 
11.3%
46 26
 
0.4%
23 26
 
0.4%
30 25
 
0.4%
34 24
 
0.4%
7 24
 
0.4%
17 24
 
0.4%
109 23
 
0.4%
1 23
 
0.4%
Other values (822) 4285
71.4%
ValueCountFrequency (%)
-1 841
14.0%
0 679
11.3%
1 23
 
0.4%
2 18
 
0.3%
3 13
 
0.2%
ValueCountFrequency (%)
972 1
< 0.1%
953 2
< 0.1%
949 2
< 0.1%
946 2
< 0.1%
945 1
< 0.1%

이용건수_할부_R12M
Real number (ℝ)

Zeros 

Distinct44
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.7745
Minimum0
Maximum48
Zeros4260
Zeros (%)71.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:36.548864image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q34
95-th percentile14
Maximum48
Range48
Interquartile range (IQR)4

Descriptive statistics

Standard deviation6.020716285
Coefficient of variation (CV)2.170018485
Kurtosis12.02842649
Mean2.7745
Median Absolute Deviation (MAD)0
Skewness3.169978367
Sum16647
Variance36.24902459
MonotonicityNot monotonic
2025-04-09T11:29:36.617895image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=44)
ValueCountFrequency (%)
0 4260
71.0%
4 442
 
7.4%
3 162
 
2.7%
8 141
 
2.4%
7 123
 
2.1%
5 110
 
1.8%
6 83
 
1.4%
11 79
 
1.3%
9 75
 
1.2%
12 73
 
1.2%
Other values (34) 452
 
7.5%
ValueCountFrequency (%)
0 4260
71.0%
3 162
 
2.7%
4 442
 
7.4%
5 110
 
1.8%
6 83
 
1.4%
ValueCountFrequency (%)
48 1
< 0.1%
44 2
< 0.1%
43 2
< 0.1%
42 2
< 0.1%
41 1
< 0.1%

이용건수_할부_유이자_R12M
Real number (ℝ)

Zeros 

Distinct16
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4876666667
Minimum0
Maximum19
Zeros5448
Zeros (%)90.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:36.680415image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4
Maximum19
Range19
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.732151248
Coefficient of variation (CV)3.551916435
Kurtosis22.73299461
Mean0.4876666667
Median Absolute Deviation (MAD)0
Skewness4.383308524
Sum2926
Variance3.000347947
MonotonicityNot monotonic
2025-04-09T11:29:36.733801image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=16)
ValueCountFrequency (%)
0 5448
90.8%
4 234
 
3.9%
3 100
 
1.7%
5 63
 
1.1%
7 34
 
0.6%
8 31
 
0.5%
6 24
 
0.4%
12 15
 
0.2%
9 15
 
0.2%
11 13
 
0.2%
Other values (6) 23
 
0.4%
ValueCountFrequency (%)
0 5448
90.8%
3 100
 
1.7%
4 234
 
3.9%
5 63
 
1.1%
6 24
 
0.4%
ValueCountFrequency (%)
19 1
 
< 0.1%
18 1
 
< 0.1%
17 1
 
< 0.1%
14 3
0.1%
13 7
0.1%

이용건수_할부_무이자_R12M
Real number (ℝ)

Zeros 

Distinct39
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.286833333
Minimum0
Maximum40
Zeros4344
Zeros (%)72.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:36.818466image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q33
95-th percentile12
Maximum40
Range40
Interquartile range (IQR)3

Descriptive statistics

Standard deviation5.126461425
Coefficient of variation (CV)2.24172936
Kurtosis15.66402508
Mean2.286833333
Median Absolute Deviation (MAD)0
Skewness3.528208095
Sum13721
Variance26.28060674
MonotonicityNot monotonic
2025-04-09T11:29:36.880972image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=39)
ValueCountFrequency (%)
0 4344
72.4%
4 471
 
7.8%
3 168
 
2.8%
8 151
 
2.5%
7 133
 
2.2%
5 132
 
2.2%
6 102
 
1.7%
9 86
 
1.4%
10 62
 
1.0%
12 57
 
0.9%
Other values (29) 294
 
4.9%
ValueCountFrequency (%)
0 4344
72.4%
3 168
 
2.8%
4 471
 
7.8%
5 132
 
2.2%
6 102
 
1.7%
ValueCountFrequency (%)
40 3
0.1%
39 1
 
< 0.1%
38 7
0.1%
37 3
0.1%
36 5
0.1%

이용건수_CA_R12M
Real number (ℝ)

Zeros 

Distinct27
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.014333333
Minimum0
Maximum26
Zeros5244
Zeros (%)87.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:36.949981image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile7
Maximum26
Range26
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3.5663587
Coefficient of variation (CV)3.515963227
Kurtosis19.52250233
Mean1.014333333
Median Absolute Deviation (MAD)0
Skewness4.341425166
Sum6086
Variance12.71891437
MonotonicityNot monotonic
2025-04-09T11:29:37.019084image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=27)
ValueCountFrequency (%)
0 5244
87.4%
4 108
 
1.8%
2 100
 
1.7%
3 92
 
1.5%
5 72
 
1.2%
1 44
 
0.7%
6 35
 
0.6%
7 23
 
0.4%
12 22
 
0.4%
14 21
 
0.4%
Other values (17) 239
 
4.0%
ValueCountFrequency (%)
0 5244
87.4%
1 44
 
0.7%
2 100
 
1.7%
3 92
 
1.5%
4 108
 
1.8%
ValueCountFrequency (%)
26 1
 
< 0.1%
25 4
 
0.1%
24 9
0.1%
23 15
0.2%
22 10
0.2%

이용건수_체크_R12M
Real number (ℝ)

Zeros 

Distinct456
Distinct (%)7.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean36.52266667
Minimum-1
Maximum660
Zeros4743
Zeros (%)79.0%
Negative90
Negative (%)1.5%
Memory size47.0 KiB
2025-04-09T11:29:37.097217image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile282.1
Maximum660
Range661
Interquartile range (IQR)0

Descriptive statistics

Standard deviation106.3731562
Coefficient of variation (CV)2.912524356
Kurtosis12.60645755
Mean36.52266667
Median Absolute Deviation (MAD)0
Skewness3.542098543
Sum219136
Variance11315.24836
MonotonicityNot monotonic
2025-04-09T11:29:37.166226image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4743
79.0%
-1 90
 
1.5%
56 11
 
0.2%
78 11
 
0.2%
42 10
 
0.2%
46 10
 
0.2%
43 10
 
0.2%
30 9
 
0.1%
66 9
 
0.1%
73 9
 
0.1%
Other values (446) 1088
 
18.1%
ValueCountFrequency (%)
-1 90
 
1.5%
0 4743
79.0%
1 3
 
0.1%
2 4
 
0.1%
3 5
 
0.1%
ValueCountFrequency (%)
660 1
< 0.1%
659 1
< 0.1%
658 1
< 0.1%
651 1
< 0.1%
647 1
< 0.1%

이용건수_카드론_R12M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08833333333
Minimum0
Maximum3
Zeros5668
Zeros (%)94.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:37.235274image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3884443809
Coefficient of variation (CV)4.397483557
Kurtosis21.42819378
Mean0.08833333333
Median Absolute Deviation (MAD)0
Skewness4.637293547
Sum530
Variance0.1508890371
MonotonicityNot monotonic
2025-04-09T11:29:37.282243image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5668
94.5%
2 172
 
2.9%
1 147
 
2.5%
3 13
 
0.2%
ValueCountFrequency (%)
0 5668
94.5%
1 147
 
2.5%
2 172
 
2.9%
3 13
 
0.2%
ValueCountFrequency (%)
3 13
 
0.2%
2 172
 
2.9%
1 147
 
2.5%
0 5668
94.5%

이용금액_일시불_R12M
Real number (ℝ)

Zeros 

Distinct5195
Distinct (%)86.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean48226.55733
Minimum-3453
Maximum629207
Zeros665
Zeros (%)11.1%
Negative273
Negative (%)4.5%
Memory size47.0 KiB
2025-04-09T11:29:37.366885image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-3453
5-th percentile0
Q14640.25
median21133.5
Q356760.5
95-th percentile189913.05
Maximum629207
Range632660
Interquartile range (IQR)52120.25

Descriptive statistics

Standard deviation78744.49423
Coefficient of variation (CV)1.632803554
Kurtosis14.37786961
Mean48226.55733
Median Absolute Deviation (MAD)20272.5
Skewness3.424003297
Sum289359344
Variance6200695371
MonotonicityNot monotonic
2025-04-09T11:29:37.435507image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 665
 
11.1%
2466 3
 
0.1%
6221 3
 
0.1%
9550 3
 
0.1%
998 3
 
0.1%
5496 3
 
0.1%
6502 2
 
< 0.1%
9411 2
 
< 0.1%
8049 2
 
< 0.1%
35183 2
 
< 0.1%
Other values (5185) 5312
88.5%
ValueCountFrequency (%)
-3453 1
< 0.1%
-3420 1
< 0.1%
-3320 1
< 0.1%
-3241 1
< 0.1%
-3202 1
< 0.1%
ValueCountFrequency (%)
629207 1
< 0.1%
598774 1
< 0.1%
597508 1
< 0.1%
596729 1
< 0.1%
586866 1
< 0.1%

이용금액_할부_R12M
Real number (ℝ)

Zeros 

Distinct2498
Distinct (%)41.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6713.227333
Minimum0
Maximum112371
Zeros3348
Zeros (%)55.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:37.519792image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q38049
95-th percentile31936.35
Maximum112371
Range112371
Interquartile range (IQR)8049

Descriptive statistics

Standard deviation12426.19378
Coefficient of variation (CV)1.851001488
Kurtosis11.1958699
Mean6713.227333
Median Absolute Deviation (MAD)0
Skewness2.919772453
Sum40279364
Variance154410291.9
MonotonicityNot monotonic
2025-04-09T11:29:37.597923image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3348
55.8%
3568 5
 
0.1%
1988 4
 
0.1%
2354 4
 
0.1%
3565 3
 
0.1%
7622 3
 
0.1%
2235 3
 
0.1%
2449 3
 
0.1%
19407 3
 
0.1%
5871 3
 
0.1%
Other values (2488) 2621
43.7%
ValueCountFrequency (%)
0 3348
55.8%
1030 1
 
< 0.1%
1047 1
 
< 0.1%
1151 1
 
< 0.1%
1186 1
 
< 0.1%
ValueCountFrequency (%)
112371 1
< 0.1%
106542 1
< 0.1%
101933 1
< 0.1%
101301 1
< 0.1%
96413 1
< 0.1%

이용금액_할부_유이자_R12M
Real number (ℝ)

Zeros 

Distinct1099
Distinct (%)18.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1751.2855
Minimum0
Maximum43077
Zeros4824
Zeros (%)80.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:37.666939image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile10923.4
Maximum43077
Range43077
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4451.578829
Coefficient of variation (CV)2.54189213
Kurtosis14.97113265
Mean1751.2855
Median Absolute Deviation (MAD)0
Skewness3.497831378
Sum10507713
Variance19816554.07
MonotonicityNot monotonic
2025-04-09T11:29:37.751608image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4824
80.4%
4092 3
 
0.1%
6402 3
 
0.1%
4522 3
 
0.1%
6390 2
 
< 0.1%
7288 2
 
< 0.1%
6533 2
 
< 0.1%
4491 2
 
< 0.1%
6651 2
 
< 0.1%
6430 2
 
< 0.1%
Other values (1089) 1155
 
19.2%
ValueCountFrequency (%)
0 4824
80.4%
2188 1
 
< 0.1%
2350 1
 
< 0.1%
2364 1
 
< 0.1%
2417 1
 
< 0.1%
ValueCountFrequency (%)
43077 1
< 0.1%
39857 1
< 0.1%
38958 1
< 0.1%
37950 1
< 0.1%
35307 1
< 0.1%

이용금액_할부_무이자_R12M
Real number (ℝ)

Zeros 

Distinct2276
Distinct (%)37.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4810.902333
Minimum0
Maximum112371
Zeros3569
Zeros (%)59.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:37.822943image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q36004
95-th percentile22733.8
Maximum112371
Range112371
Interquartile range (IQR)6004

Descriptive statistics

Standard deviation9919.201278
Coefficient of variation (CV)2.061817221
Kurtosis21.70747668
Mean4810.902333
Median Absolute Deviation (MAD)0
Skewness3.890506997
Sum28865414
Variance98390554
MonotonicityNot monotonic
2025-04-09T11:29:37.903312image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3569
59.5%
3568 5
 
0.1%
2354 4
 
0.1%
1988 4
 
0.1%
11039 3
 
0.1%
10781 3
 
0.1%
3042 3
 
0.1%
3564 3
 
0.1%
2235 3
 
0.1%
3033 3
 
0.1%
Other values (2266) 2400
40.0%
ValueCountFrequency (%)
0 3569
59.5%
1005 1
 
< 0.1%
1030 1
 
< 0.1%
1047 1
 
< 0.1%
1090 1
 
< 0.1%
ValueCountFrequency (%)
112371 1
< 0.1%
106542 1
< 0.1%
101933 1
< 0.1%
101301 1
< 0.1%
91221 1
< 0.1%

이용금액_부분무이자_R12M
Real number (ℝ)

Zeros 

Distinct105
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean150.9528333
Minimum0
Maximum9293
Zeros5886
Zeros (%)98.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:37.985395image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum9293
Range9293
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1086.294042
Coefficient of variation (CV)7.196248115
Kurtosis48.28094873
Mean150.9528333
Median Absolute Deviation (MAD)0
Skewness7.079057576
Sum905717
Variance1180034.746
MonotonicityNot monotonic
2025-04-09T11:29:38.059301image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5886
98.1%
7922 2
 
< 0.1%
8041 2
 
< 0.1%
8252 2
 
< 0.1%
8362 2
 
< 0.1%
8045 2
 
< 0.1%
7813 2
 
< 0.1%
8021 2
 
< 0.1%
8163 2
 
< 0.1%
7754 2
 
< 0.1%
Other values (95) 96
 
1.6%
ValueCountFrequency (%)
0 5886
98.1%
6897 1
 
< 0.1%
6921 1
 
< 0.1%
7015 1
 
< 0.1%
7042 1
 
< 0.1%
ValueCountFrequency (%)
9293 1
< 0.1%
9102 1
< 0.1%
8951 1
< 0.1%
8813 1
< 0.1%
8618 1
< 0.1%

이용금액_CA_R12M
Real number (ℝ)

Zeros 

Distinct755
Distinct (%)12.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6765.902
Minimum0
Maximum630864
Zeros5232
Zeros (%)87.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:38.130674image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile22392.95
Maximum630864
Range630864
Interquartile range (IQR)0

Descriptive statistics

Standard deviation36029.82021
Coefficient of variation (CV)5.325205746
Kurtosis108.2519403
Mean6765.902
Median Absolute Deviation (MAD)0
Skewness9.096352182
Sum40595412
Variance1298147944
MonotonicityNot monotonic
2025-04-09T11:29:38.212618image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5232
87.2%
4659 2
 
< 0.1%
2981 2
 
< 0.1%
9223 2
 
< 0.1%
7108 2
 
< 0.1%
3620 2
 
< 0.1%
4684 2
 
< 0.1%
5725 2
 
< 0.1%
4608 2
 
< 0.1%
6235 2
 
< 0.1%
Other values (745) 750
 
12.5%
ValueCountFrequency (%)
0 5232
87.2%
1526 1
 
< 0.1%
1951 1
 
< 0.1%
1962 1
 
< 0.1%
2319 1
 
< 0.1%
ValueCountFrequency (%)
630864 1
< 0.1%
624582 1
< 0.1%
590535 1
< 0.1%
582727 1
< 0.1%
565772 1
< 0.1%

이용금액_체크_R12M
Real number (ℝ)

Distinct3120
Distinct (%)52.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6960.049167
Minimum-414
Maximum83045
Zeros0
Zeros (%)0.0%
Negative2601
Negative (%)43.4%
Memory size47.0 KiB
2025-04-09T11:29:38.284355image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-414
5-th percentile-414
Q1-414
median560
Q33497.5
95-th percentile52042.25
Maximum83045
Range83459
Interquartile range (IQR)3911.5

Descriptive statistics

Standard deviation17106.33339
Coefficient of variation (CV)2.457789159
Kurtosis8.450474938
Mean6960.049167
Median Absolute Deviation (MAD)974
Skewness3.024592051
Sum41760295
Variance292626642
MonotonicityNot monotonic
2025-04-09T11:29:38.364127image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-414 2265
37.8%
1180 5
 
0.1%
1872 5
 
0.1%
1578 4
 
0.1%
1124 4
 
0.1%
2342 4
 
0.1%
904 4
 
0.1%
172 4
 
0.1%
905 4
 
0.1%
249 4
 
0.1%
Other values (3110) 3697
61.6%
ValueCountFrequency (%)
-414 2265
37.8%
-411 1
 
< 0.1%
-410 1
 
< 0.1%
-408 2
 
< 0.1%
-406 2
 
< 0.1%
ValueCountFrequency (%)
83045 1
< 0.1%
82947 1
< 0.1%
82857 1
< 0.1%
82844 1
< 0.1%
82731 1
< 0.1%

이용금액_카드론_R12M
Real number (ℝ)

Zeros 

Distinct268
Distinct (%)4.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3252.368833
Minimum0
Maximum142521
Zeros5729
Zeros (%)95.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:38.436022image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum142521
Range142521
Interquartile range (IQR)0

Descriptive statistics

Standard deviation17260.61768
Coefficient of variation (CV)5.307091099
Kurtosis43.66202424
Mean3252.368833
Median Absolute Deviation (MAD)0
Skewness6.38566375
Sum19514213
Variance297928922.8
MonotonicityNot monotonic
2025-04-09T11:29:38.505054image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5729
95.5%
47045 2
 
< 0.1%
46154 2
 
< 0.1%
47479 2
 
< 0.1%
46687 2
 
< 0.1%
47314 1
 
< 0.1%
46521 1
 
< 0.1%
137300 1
 
< 0.1%
47638 1
 
< 0.1%
133565 1
 
< 0.1%
Other values (258) 258
 
4.3%
ValueCountFrequency (%)
0 5729
95.5%
20194 1
 
< 0.1%
21105 1
 
< 0.1%
45223 1
 
< 0.1%
45237 1
 
< 0.1%
ValueCountFrequency (%)
142521 1
< 0.1%
142344 1
< 0.1%
141876 1
< 0.1%
141845 1
< 0.1%
141632 1
< 0.1%

최대이용금액_일시불_R12M
Real number (ℝ)

Zeros 

Distinct4522
Distinct (%)75.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9914.692333
Minimum0
Maximum211016
Zeros664
Zeros (%)11.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:38.583195image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11010
median4474
Q311487
95-th percentile36825.85
Maximum211016
Range211016
Interquartile range (IQR)10477

Descriptive statistics

Standard deviation17398.2395
Coefficient of variation (CV)1.754793686
Kurtosis30.66079018
Mean9914.692333
Median Absolute Deviation (MAD)4097.5
Skewness4.665980047
Sum59488154
Variance302698737.8
MonotonicityNot monotonic
2025-04-09T11:29:38.667829image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 664
 
11.1%
18 16
 
0.3%
14 16
 
0.3%
16 14
 
0.2%
15 12
 
0.2%
12 12
 
0.2%
17 10
 
0.2%
19 9
 
0.1%
20 8
 
0.1%
13 8
 
0.1%
Other values (4512) 5231
87.2%
ValueCountFrequency (%)
0 664
11.1%
9 2
 
< 0.1%
10 4
 
0.1%
11 2
 
< 0.1%
12 12
 
0.2%
ValueCountFrequency (%)
211016 1
< 0.1%
194165 1
< 0.1%
190578 1
< 0.1%
189121 1
< 0.1%
185296 1
< 0.1%

최대이용금액_할부_R12M
Real number (ℝ)

Zeros 

Distinct2461
Distinct (%)41.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3679.4935
Minimum0
Maximum32866
Zeros3339
Zeros (%)55.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:38.736839image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q36150.25
95-th percentile15205.6
Maximum32866
Range32866
Interquartile range (IQR)6150.25

Descriptive statistics

Standard deviation5604.798236
Coefficient of variation (CV)1.523252653
Kurtosis4.12495315
Mean3679.4935
Median Absolute Deviation (MAD)0
Skewness1.927259923
Sum22076961
Variance31413763.27
MonotonicityNot monotonic
2025-04-09T11:29:38.821479image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3339
55.6%
4004 3
 
0.1%
3693 3
 
0.1%
5613 3
 
0.1%
4566 3
 
0.1%
4426 3
 
0.1%
5899 3
 
0.1%
6201 3
 
0.1%
3846 3
 
0.1%
7281 3
 
0.1%
Other values (2451) 2634
43.9%
ValueCountFrequency (%)
0 3339
55.6%
13 1
 
< 0.1%
36 1
 
< 0.1%
89 1
 
< 0.1%
92 1
 
< 0.1%
ValueCountFrequency (%)
32866 1
< 0.1%
31683 1
< 0.1%
31250 1
< 0.1%
31174 1
< 0.1%
30926 1
< 0.1%

최대이용금액_할부_유이자_R12M
Real number (ℝ)

Zeros 

Distinct1180
Distinct (%)19.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1329.0805
Minimum0
Maximum17420
Zeros4759
Zeros (%)79.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:38.883979image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile8402.1
Maximum17420
Range17420
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2957.325863
Coefficient of variation (CV)2.225091605
Kurtosis4.922880923
Mean1329.0805
Median Absolute Deviation (MAD)0
Skewness2.334221906
Sum7974483
Variance8745776.26
MonotonicityNot monotonic
2025-04-09T11:29:38.968750image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4759
79.3%
5618 3
 
0.1%
5085 3
 
0.1%
8811 2
 
< 0.1%
6729 2
 
< 0.1%
8053 2
 
< 0.1%
6853 2
 
< 0.1%
5126 2
 
< 0.1%
4890 2
 
< 0.1%
5050 2
 
< 0.1%
Other values (1170) 1221
 
20.3%
ValueCountFrequency (%)
0 4759
79.3%
417 1
 
< 0.1%
716 1
 
< 0.1%
719 1
 
< 0.1%
730 1
 
< 0.1%
ValueCountFrequency (%)
17420 1
< 0.1%
17410 1
< 0.1%
17112 1
< 0.1%
16984 1
< 0.1%
16170 1
< 0.1%

최대이용금액_할부_무이자_R12M
Real number (ℝ)

Zeros 

Distinct2191
Distinct (%)36.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3135.904167
Minimum0
Maximum32866
Zeros3660
Zeros (%)61.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:39.037265image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q34786.25
95-th percentile14992.6
Maximum32866
Range32866
Interquartile range (IQR)4786.25

Descriptive statistics

Standard deviation5490.037906
Coefficient of variation (CV)1.750703342
Kurtosis5.445477137
Mean3135.904167
Median Absolute Deviation (MAD)0
Skewness2.245371349
Sum18815425
Variance30140516.21
MonotonicityNot monotonic
2025-04-09T11:29:39.121988image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3660
61.0%
4245 3
 
0.1%
3693 3
 
0.1%
3473 3
 
0.1%
4004 3
 
0.1%
4704 2
 
< 0.1%
3740 2
 
< 0.1%
5478 2
 
< 0.1%
4225 2
 
< 0.1%
2809 2
 
< 0.1%
Other values (2181) 2318
38.6%
ValueCountFrequency (%)
0 3660
61.0%
13 1
 
< 0.1%
20 1
 
< 0.1%
36 1
 
< 0.1%
81 2
 
< 0.1%
ValueCountFrequency (%)
32866 1
< 0.1%
31683 1
< 0.1%
31250 1
< 0.1%
31174 1
< 0.1%
30926 1
< 0.1%

최대이용금액_부분무이자_R12M
Real number (ℝ)

Zeros 

Distinct111
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean142.1701667
Minimum0
Maximum9343
Zeros5886
Zeros (%)98.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:39.200101image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum9343
Range9343
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1024.426306
Coefficient of variation (CV)7.205634836
Kurtosis48.86654876
Mean142.1701667
Median Absolute Deviation (MAD)0
Skewness7.108975717
Sum853021
Variance1049449.255
MonotonicityNot monotonic
2025-04-09T11:29:39.270174image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5886
98.1%
7379 2
 
< 0.1%
7219 2
 
< 0.1%
7309 2
 
< 0.1%
7343 2
 
< 0.1%
9018 1
 
< 0.1%
7371 1
 
< 0.1%
6832 1
 
< 0.1%
7084 1
 
< 0.1%
7664 1
 
< 0.1%
Other values (101) 101
 
1.7%
ValueCountFrequency (%)
0 5886
98.1%
6214 1
 
< 0.1%
6263 1
 
< 0.1%
6297 1
 
< 0.1%
6487 1
 
< 0.1%
ValueCountFrequency (%)
9343 1
< 0.1%
9018 1
< 0.1%
8782 1
< 0.1%
8764 1
< 0.1%
8631 1
< 0.1%

최대이용금액_CA_R12M
Real number (ℝ)

Zeros 

Distinct744
Distinct (%)12.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1386.767833
Minimum0
Maximum97726
Zeros5232
Zeros (%)87.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:39.365158image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile8200.75
Maximum97726
Range97726
Interquartile range (IQR)0

Descriptive statistics

Standard deviation5496.809428
Coefficient of variation (CV)3.963756078
Kurtosis67.64857611
Mean1386.767833
Median Absolute Deviation (MAD)0
Skewness7.002644492
Sum8320607
Variance30214913.89
MonotonicityNot monotonic
2025-04-09T11:29:39.454762image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5232
87.2%
3633 3
 
0.1%
3432 3
 
0.1%
4349 2
 
< 0.1%
4682 2
 
< 0.1%
4225 2
 
< 0.1%
4834 2
 
< 0.1%
4939 2
 
< 0.1%
3515 2
 
< 0.1%
3963 2
 
< 0.1%
Other values (734) 748
 
12.5%
ValueCountFrequency (%)
0 5232
87.2%
1612 1
 
< 0.1%
1967 1
 
< 0.1%
1978 1
 
< 0.1%
2042 1
 
< 0.1%
ValueCountFrequency (%)
97726 1
< 0.1%
72318 1
< 0.1%
70314 1
< 0.1%
69890 1
< 0.1%
69186 1
< 0.1%

최대이용금액_체크_R12M
Real number (ℝ)

Zeros 

Distinct1168
Distinct (%)19.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1763.7835
Minimum0
Maximum75295
Zeros4733
Zeros (%)78.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:39.541722image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile8454.5
Maximum75295
Range75295
Interquartile range (IQR)0

Descriptive statistics

Standard deviation6522.914632
Coefficient of variation (CV)3.698251306
Kurtosis44.40935853
Mean1763.7835
Median Absolute Deviation (MAD)0
Skewness6.135220381
Sum10582701
Variance42548415.3
MonotonicityNot monotonic
2025-04-09T11:29:39.629088image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4733
78.9%
870 3
 
0.1%
795 3
 
0.1%
822 3
 
0.1%
1214 3
 
0.1%
950 3
 
0.1%
1259 3
 
0.1%
990 3
 
0.1%
3900 3
 
0.1%
1009 3
 
0.1%
Other values (1158) 1240
 
20.7%
ValueCountFrequency (%)
0 4733
78.9%
412 1
 
< 0.1%
429 1
 
< 0.1%
456 1
 
< 0.1%
493 1
 
< 0.1%
ValueCountFrequency (%)
75295 1
< 0.1%
74828 1
< 0.1%
73712 1
< 0.1%
72811 1
< 0.1%
72518 1
< 0.1%

최대이용금액_카드론_R12M
Real number (ℝ)

Zeros 

Distinct248
Distinct (%)4.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3047.826167
Minimum0
Maximum195534
Zeros5749
Zeros (%)95.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:39.718667image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum195534
Range195534
Interquartile range (IQR)0

Descriptive statistics

Standard deviation17491.74443
Coefficient of variation (CV)5.739088608
Kurtosis47.37795091
Mean3047.826167
Median Absolute Deviation (MAD)0
Skewness6.688524093
Sum18286957
Variance305961123.3
MonotonicityNot monotonic
2025-04-09T11:29:39.812458image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5749
95.8%
20694 2
 
< 0.1%
74339 2
 
< 0.1%
21009 2
 
< 0.1%
74166 2
 
< 0.1%
194780 1
 
< 0.1%
75663 1
 
< 0.1%
76193 1
 
< 0.1%
20743 1
 
< 0.1%
140617 1
 
< 0.1%
Other values (238) 238
 
4.0%
ValueCountFrequency (%)
0 5749
95.8%
20039 1
 
< 0.1%
20074 1
 
< 0.1%
20166 1
 
< 0.1%
20359 1
 
< 0.1%
ValueCountFrequency (%)
195534 1
< 0.1%
194780 1
< 0.1%
191365 1
< 0.1%
145885 1
< 0.1%
143079 1
< 0.1%

이용개월수_신용_R12M
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.896
Minimum0
Maximum12
Zeros636
Zeros (%)10.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:39.880466image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q17
median12
Q312
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)5

Descriptive statistics

Standard deviation4.249218749
Coefficient of variation (CV)0.4776549853
Kurtosis-0.3048114931
Mean8.896
Median Absolute Deviation (MAD)0
Skewness-1.099295171
Sum53376
Variance18.05585998
MonotonicityNot monotonic
2025-04-09T11:29:39.963702image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
12 3205
53.4%
0 636
 
10.6%
10 432
 
7.2%
9 363
 
6.0%
8 242
 
4.0%
2 183
 
3.0%
7 174
 
2.9%
3 157
 
2.6%
4 155
 
2.6%
5 155
 
2.6%
Other values (3) 298
 
5.0%
ValueCountFrequency (%)
0 636
10.6%
1 63
 
1.1%
2 183
 
3.0%
3 157
 
2.6%
4 155
 
2.6%
ValueCountFrequency (%)
12 3205
53.4%
11 94
 
1.6%
10 432
 
7.2%
9 363
 
6.0%
8 242
 
4.0%

이용개월수_신판_R12M
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.8325
Minimum0
Maximum12
Zeros641
Zeros (%)10.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:40.024627image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q16
median12
Q312
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)6

Descriptive statistics

Standard deviation4.280283934
Coefficient of variation (CV)0.4846061629
Kurtosis-0.393592988
Mean8.8325
Median Absolute Deviation (MAD)0
Skewness-1.061061719
Sum52995
Variance18.32083056
MonotonicityNot monotonic
2025-04-09T11:29:40.087127image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
12 3194
53.2%
0 641
 
10.7%
9 386
 
6.4%
10 372
 
6.2%
8 253
 
4.2%
3 175
 
2.9%
7 174
 
2.9%
2 168
 
2.8%
5 164
 
2.7%
6 150
 
2.5%
Other values (3) 323
 
5.4%
ValueCountFrequency (%)
0 641
10.7%
1 86
 
1.4%
2 168
 
2.8%
3 175
 
2.9%
4 149
 
2.5%
ValueCountFrequency (%)
12 3194
53.2%
11 88
 
1.5%
10 372
 
6.2%
9 386
 
6.4%
8 253
 
4.2%

이용개월수_일시불_R12M
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.790666667
Minimum0
Maximum12
Zeros665
Zeros (%)11.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:40.140517image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q16
median12
Q312
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)6

Descriptive statistics

Standard deviation4.308975992
Coefficient of variation (CV)0.4901762466
Kurtosis-0.4447320584
Mean8.790666667
Median Absolute Deviation (MAD)0
Skewness-1.041504116
Sum52744
Variance18.5672741
MonotonicityNot monotonic
2025-04-09T11:29:40.209522image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
12 3175
52.9%
0 665
 
11.1%
10 389
 
6.5%
9 363
 
6.0%
8 250
 
4.2%
7 178
 
3.0%
2 177
 
2.9%
4 175
 
2.9%
3 160
 
2.7%
5 156
 
2.6%
Other values (3) 312
 
5.2%
ValueCountFrequency (%)
0 665
11.1%
1 76
 
1.3%
2 177
 
2.9%
3 160
 
2.7%
4 175
 
2.9%
ValueCountFrequency (%)
12 3175
52.9%
11 87
 
1.5%
10 389
 
6.5%
9 363
 
6.0%
8 250
 
4.2%

이용개월수_할부_R12M
Real number (ℝ)

Zeros 

Distinct12
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.772833333
Minimum0
Maximum11
Zeros3260
Zeros (%)54.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:40.272028image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q33
95-th percentile8
Maximum11
Range11
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.731264409
Coefficient of variation (CV)1.540621083
Kurtosis1.494450675
Mean1.772833333
Median Absolute Deviation (MAD)0
Skewness1.602521205
Sum10637
Variance7.459805273
MonotonicityNot monotonic
2025-04-09T11:29:40.325412image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
0 3260
54.3%
1 765
 
12.8%
2 466
 
7.8%
3 283
 
4.7%
4 247
 
4.1%
5 205
 
3.4%
6 182
 
3.0%
7 168
 
2.8%
8 164
 
2.7%
10 144
 
2.4%
Other values (2) 116
 
1.9%
ValueCountFrequency (%)
0 3260
54.3%
1 765
 
12.8%
2 466
 
7.8%
3 283
 
4.7%
4 247
 
4.1%
ValueCountFrequency (%)
11 7
 
0.1%
10 144
2.4%
9 109
1.8%
8 164
2.7%
7 168
2.8%

이용개월수_할부_유이자_R12M
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3991666667
Minimum0
Maximum4
Zeros4719
Zeros (%)78.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:40.387911image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.9090124804
Coefficient of variation (CV)2.277275525
Kurtosis6.016789017
Mean0.3991666667
Median Absolute Deviation (MAD)0
Skewness2.551109192
Sum2395
Variance0.8263036895
MonotonicityNot monotonic
2025-04-09T11:29:40.456921image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 4719
78.6%
1 647
 
10.8%
2 319
 
5.3%
4 165
 
2.8%
3 150
 
2.5%
ValueCountFrequency (%)
0 4719
78.6%
1 647
 
10.8%
2 319
 
5.3%
3 150
 
2.5%
4 165
 
2.8%
ValueCountFrequency (%)
4 165
 
2.8%
3 150
 
2.5%
2 319
 
5.3%
1 647
 
10.8%
0 4719
78.6%

이용개월수_할부_무이자_R12M
Real number (ℝ)

Zeros 

Distinct10
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.459666667
Minimum0
Maximum9
Zeros3522
Zeros (%)58.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:40.510301image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile7
Maximum9
Range9
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.360501758
Coefficient of variation (CV)1.617151239
Kurtosis1.933342994
Mean1.459666667
Median Absolute Deviation (MAD)0
Skewness1.709566813
Sum8758
Variance5.57196855
MonotonicityNot monotonic
2025-04-09T11:29:40.584556image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
0 3522
58.7%
1 688
 
11.5%
2 452
 
7.5%
3 332
 
5.5%
4 226
 
3.8%
5 195
 
3.2%
6 188
 
3.1%
7 140
 
2.3%
8 130
 
2.2%
9 127
 
2.1%
ValueCountFrequency (%)
0 3522
58.7%
1 688
 
11.5%
2 452
 
7.5%
3 332
 
5.5%
4 226
 
3.8%
ValueCountFrequency (%)
9 127
2.1%
8 130
2.2%
7 140
2.3%
6 188
3.1%
5 195
3.2%

이용개월수_부분무이자_R12M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.019
Minimum0
Maximum1
Zeros5886
Zeros (%)98.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:40.643590image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1365361015
Coefficient of variation (CV)7.186110606
Kurtosis47.69168057
Mean0.019
Median Absolute Deviation (MAD)0
Skewness7.048104955
Sum114
Variance0.01864210702
MonotonicityNot monotonic
2025-04-09T11:29:40.702088image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5886
98.1%
1 114
 
1.9%
ValueCountFrequency (%)
0 5886
98.1%
1 114
 
1.9%
ValueCountFrequency (%)
1 114
 
1.9%
0 5886
98.1%

이용개월수_CA_R12M
Real number (ℝ)

Zeros 

Distinct12
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5773333333
Minimum0
Maximum12
Zeros5233
Zeros (%)87.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:40.760464image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile5
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.847860561
Coefficient of variation (CV)3.200682265
Kurtosis14.14165737
Mean0.5773333333
Median Absolute Deviation (MAD)0
Skewness3.729122233
Sum3464
Variance3.414588654
MonotonicityNot monotonic
2025-04-09T11:29:40.831268image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
0 5233
87.2%
2 209
 
3.5%
3 111
 
1.8%
8 88
 
1.5%
1 82
 
1.4%
7 59
 
1.0%
6 58
 
1.0%
5 42
 
0.7%
4 40
 
0.7%
9 38
 
0.6%
Other values (2) 40
 
0.7%
ValueCountFrequency (%)
0 5233
87.2%
1 82
 
1.4%
2 209
 
3.5%
3 111
 
1.8%
4 40
 
0.7%
ValueCountFrequency (%)
12 27
 
0.4%
10 13
 
0.2%
9 38
0.6%
8 88
1.5%
7 59
1.0%

이용개월수_체크_R12M
Real number (ℝ)

Zeros 

Distinct11
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.734166667
Minimum0
Maximum12
Zeros4734
Zeros (%)78.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:40.890849image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3.753866614
Coefficient of variation (CV)2.16465158
Kurtosis2.356442488
Mean1.734166667
Median Absolute Deviation (MAD)0
Skewness1.984237587
Sum10405
Variance14.09151456
MonotonicityNot monotonic
2025-04-09T11:29:40.957955image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%)
0 4734
78.9%
12 517
 
8.6%
8 208
 
3.5%
3 188
 
3.1%
7 96
 
1.6%
4 65
 
1.1%
9 64
 
1.1%
2 57
 
0.9%
6 44
 
0.7%
5 15
 
0.2%
ValueCountFrequency (%)
0 4734
78.9%
1 12
 
0.2%
2 57
 
0.9%
3 188
 
3.1%
4 65
 
1.1%
ValueCountFrequency (%)
12 517
8.6%
9 64
 
1.1%
8 208
3.5%
7 96
 
1.6%
6 44
 
0.7%

이용개월수_카드론_R12M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.055
Minimum0
Maximum2
Zeros5686
Zeros (%)94.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:41.011337image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2394115417
Coefficient of variation (CV)4.352937122
Kurtosis20.70129423
Mean0.055
Median Absolute Deviation (MAD)0
Skewness4.47499847
Sum330
Variance0.05731788631
MonotonicityNot monotonic
2025-04-09T11:29:41.084417image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5686
94.8%
1 298
 
5.0%
2 16
 
0.3%
ValueCountFrequency (%)
0 5686
94.8%
1 298
 
5.0%
2 16
 
0.3%
ValueCountFrequency (%)
2 16
 
0.3%
1 298
 
5.0%
0 5686
94.8%

이용건수_신용_R6M
Real number (ℝ)

Zeros 

Distinct507
Distinct (%)8.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean90.8405
Minimum-17
Maximum526
Zeros116
Zeros (%)1.9%
Negative1133
Negative (%)18.9%
Memory size47.0 KiB
2025-04-09T11:29:41.162040image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-17
5-th percentile-4
Q13
median39
Q3130
95-th percentile389
Maximum526
Range543
Interquartile range (IQR)127

Descriptive statistics

Standard deviation121.6276323
Coefficient of variation (CV)1.338914166
Kurtosis1.781975199
Mean90.8405
Median Absolute Deviation (MAD)41
Skewness1.610634406
Sum545043
Variance14793.28094
MonotonicityNot monotonic
2025-04-09T11:29:41.242666image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-2 613
 
10.2%
-1 117
 
1.9%
0 116
 
1.9%
1 115
 
1.9%
2 89
 
1.5%
5 74
 
1.2%
6 71
 
1.2%
7 69
 
1.1%
8 66
 
1.1%
-3 66
 
1.1%
Other values (497) 4604
76.7%
ValueCountFrequency (%)
-17 2
 
< 0.1%
-16 3
0.1%
-15 4
0.1%
-14 4
0.1%
-13 7
0.1%
ValueCountFrequency (%)
526 1
 
< 0.1%
512 3
0.1%
507 1
 
< 0.1%
505 1
 
< 0.1%
502 1
 
< 0.1%

이용건수_신판_R6M
Real number (ℝ)

Zeros 

Distinct505
Distinct (%)8.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean90.34716667
Minimum-17
Maximum526
Zeros117
Zeros (%)1.9%
Negative1164
Negative (%)19.4%
Memory size47.0 KiB
2025-04-09T11:29:41.312246image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-17
5-th percentile-4
Q13
median38
Q3129
95-th percentile389
Maximum526
Range543
Interquartile range (IQR)126

Descriptive statistics

Standard deviation121.5822589
Coefficient of variation (CV)1.345722986
Kurtosis1.798942494
Mean90.34716667
Median Absolute Deviation (MAD)40
Skewness1.615443147
Sum542083
Variance14782.24568
MonotonicityNot monotonic
2025-04-09T11:29:41.390379image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-2 629
 
10.5%
-1 119
 
2.0%
1 119
 
2.0%
0 117
 
1.9%
2 91
 
1.5%
5 69
 
1.1%
8 67
 
1.1%
-5 66
 
1.1%
-3 65
 
1.1%
7 65
 
1.1%
Other values (495) 4593
76.5%
ValueCountFrequency (%)
-17 2
 
< 0.1%
-16 3
 
0.1%
-15 4
0.1%
-14 4
0.1%
-13 8
0.1%
ValueCountFrequency (%)
526 1
< 0.1%
512 2
< 0.1%
511 1
< 0.1%
507 1
< 0.1%
505 1
< 0.1%

이용건수_일시불_R6M
Real number (ℝ)

Zeros 

Distinct505
Distinct (%)8.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean89.12616667
Minimum-17
Maximum514
Zeros106
Zeros (%)1.8%
Negative1239
Negative (%)20.6%
Memory size47.0 KiB
2025-04-09T11:29:41.475014image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-17
5-th percentile-4
Q12
median37
Q3127
95-th percentile384.05
Maximum514
Range531
Interquartile range (IQR)125

Descriptive statistics

Standard deviation120.910291
Coefficient of variation (CV)1.356619447
Kurtosis1.824581314
Mean89.12616667
Median Absolute Deviation (MAD)39
Skewness1.624702423
Sum534757
Variance14619.29847
MonotonicityNot monotonic
2025-04-09T11:29:41.559652image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-2 705
 
11.8%
1 107
 
1.8%
-1 107
 
1.8%
0 106
 
1.8%
2 78
 
1.3%
-3 71
 
1.2%
5 70
 
1.2%
-4 66
 
1.1%
6 66
 
1.1%
-5 64
 
1.1%
Other values (495) 4560
76.0%
ValueCountFrequency (%)
-17 2
 
< 0.1%
-16 4
0.1%
-15 4
0.1%
-14 4
0.1%
-13 8
0.1%
ValueCountFrequency (%)
514 1
< 0.1%
511 1
< 0.1%
507 2
< 0.1%
503 1
< 0.1%
502 1
< 0.1%

이용건수_할부_R6M
Real number (ℝ)

Zeros 

Distinct21
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.221
Minimum-1
Maximum19
Zeros4367
Zeros (%)72.8%
Negative6
Negative (%)0.1%
Memory size47.0 KiB
2025-04-09T11:29:41.628827image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q31
95-th percentile7
Maximum19
Range20
Interquartile range (IQR)1

Descriptive statistics

Standard deviation2.843150761
Coefficient of variation (CV)2.328542802
Kurtosis10.66839938
Mean1.221
Median Absolute Deviation (MAD)0
Skewness3.109673456
Sum7326
Variance8.083506251
MonotonicityNot monotonic
2025-04-09T11:29:41.691259image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=21)
ValueCountFrequency (%)
0 4367
72.8%
1 408
 
6.8%
2 246
 
4.1%
3 204
 
3.4%
6 152
 
2.5%
4 150
 
2.5%
5 110
 
1.8%
7 87
 
1.5%
8 51
 
0.9%
12 40
 
0.7%
Other values (11) 185
 
3.1%
ValueCountFrequency (%)
-1 6
 
0.1%
0 4367
72.8%
1 408
 
6.8%
2 246
 
4.1%
3 204
 
3.4%
ValueCountFrequency (%)
19 3
 
0.1%
18 6
 
0.1%
17 14
0.2%
16 25
0.4%
15 13
0.2%

이용건수_할부_유이자_R6M
Real number (ℝ)

Zeros 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2043333333
Minimum-1
Maximum6
Zeros5432
Zeros (%)90.5%
Negative15
Negative (%)0.2%
Memory size47.0 KiB
2025-04-09T11:29:41.744660image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum6
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.8037550783
Coefficient of variation (CV)3.933548507
Kurtosis23.93255609
Mean0.2043333333
Median Absolute Deviation (MAD)0
Skewness4.730119074
Sum1226
Variance0.6460222259
MonotonicityNot monotonic
2025-04-09T11:29:41.813704image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0 5432
90.5%
1 274
 
4.6%
2 95
 
1.6%
4 65
 
1.1%
3 50
 
0.8%
5 47
 
0.8%
6 22
 
0.4%
-1 15
 
0.2%
ValueCountFrequency (%)
-1 15
 
0.2%
0 5432
90.5%
1 274
 
4.6%
2 95
 
1.6%
3 50
 
0.8%
ValueCountFrequency (%)
6 22
 
0.4%
5 47
0.8%
4 65
1.1%
3 50
0.8%
2 95
1.6%

이용건수_할부_무이자_R6M
Real number (ℝ)

Zeros 

Distinct20
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.013666667
Minimum-1
Maximum18
Zeros4515
Zeros (%)75.2%
Negative1
Negative (%)< 0.1%
Memory size47.0 KiB
2025-04-09T11:29:41.860583image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile6
Maximum18
Range19
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.488810744
Coefficient of variation (CV)2.455255584
Kurtosis12.48865533
Mean1.013666667
Median Absolute Deviation (MAD)0
Skewness3.332963774
Sum6082
Variance6.194178919
MonotonicityNot monotonic
2025-04-09T11:29:41.929594image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=20)
ValueCountFrequency (%)
0 4515
75.2%
1 381
 
6.3%
2 288
 
4.8%
3 194
 
3.2%
6 136
 
2.3%
4 129
 
2.1%
7 76
 
1.3%
5 76
 
1.3%
8 42
 
0.7%
12 36
 
0.6%
Other values (10) 127
 
2.1%
ValueCountFrequency (%)
-1 1
 
< 0.1%
0 4515
75.2%
1 381
 
6.3%
2 288
 
4.8%
3 194
 
3.2%
ValueCountFrequency (%)
18 1
 
< 0.1%
17 8
0.1%
16 13
0.2%
15 9
0.1%
14 17
0.3%

이용건수_부분무이자_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.003
Minimum0
Maximum1
Zeros5982
Zeros (%)99.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:41.992092image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.05469459373
Coefficient of variation (CV)18.23153124
Kurtosis328.6111209
Mean0.003
Median Absolute Deviation (MAD)0
Skewness18.17970253
Sum18
Variance0.002991498583
MonotonicityNot monotonic
2025-04-09T11:29:42.045477image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5982
99.7%
1 18
 
0.3%
ValueCountFrequency (%)
0 5982
99.7%
1 18
 
0.3%
ValueCountFrequency (%)
1 18
 
0.3%
0 5982
99.7%

이용건수_CA_R6M
Real number (ℝ)

Zeros 

Distinct15
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4933333333
Minimum0
Maximum14
Zeros5532
Zeros (%)92.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:42.108001image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3
Maximum14
Range14
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.030675461
Coefficient of variation (CV)4.116234043
Kurtosis20.11854188
Mean0.4933333333
Median Absolute Deviation (MAD)0
Skewness4.537770086
Sum2960
Variance4.123642829
MonotonicityNot monotonic
2025-04-09T11:29:42.161434image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=15)
ValueCountFrequency (%)
0 5532
92.2%
2 97
 
1.6%
3 62
 
1.0%
12 55
 
0.9%
10 50
 
0.8%
11 33
 
0.5%
1 31
 
0.5%
8 30
 
0.5%
9 28
 
0.5%
4 19
 
0.3%
Other values (5) 63
 
1.1%
ValueCountFrequency (%)
0 5532
92.2%
1 31
 
0.5%
2 97
 
1.6%
3 62
 
1.0%
4 19
 
0.3%
ValueCountFrequency (%)
14 1
 
< 0.1%
13 10
 
0.2%
12 55
0.9%
11 33
0.5%
10 50
0.8%

이용건수_체크_R6M
Real number (ℝ)

Zeros 

Distinct299
Distinct (%)5.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.807
Minimum-1
Maximum377
Zeros4954
Zeros (%)82.6%
Negative36
Negative (%)0.6%
Memory size47.0 KiB
2025-04-09T11:29:42.230443image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile145.05
Maximum377
Range378
Interquartile range (IQR)0

Descriptive statistics

Standard deviation56.45936616
Coefficient of variation (CV)3.002039994
Kurtosis13.71813298
Mean18.807
Median Absolute Deviation (MAD)0
Skewness3.654847895
Sum112842
Variance3187.660028
MonotonicityNot monotonic
2025-04-09T11:29:42.315169image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4954
82.6%
-1 36
 
0.6%
23 11
 
0.2%
33 10
 
0.2%
12 10
 
0.2%
71 10
 
0.2%
16 10
 
0.2%
31 9
 
0.1%
29 9
 
0.1%
46 9
 
0.1%
Other values (289) 932
 
15.5%
ValueCountFrequency (%)
-1 36
 
0.6%
0 4954
82.6%
1 4
 
0.1%
2 6
 
0.1%
3 6
 
0.1%
ValueCountFrequency (%)
377 1
< 0.1%
369 1
< 0.1%
367 1
< 0.1%
363 2
< 0.1%
345 1
< 0.1%

이용건수_카드론_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.01683333333
Minimum0
Maximum1
Zeros5899
Zeros (%)98.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:42.395612image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1286574172
Coefficient of variation (CV)7.643014886
Kurtosis54.46944259
Mean0.01683333333
Median Absolute Deviation (MAD)0
Skewness7.513407098
Sum101
Variance0.01655273101
MonotonicityNot monotonic
2025-04-09T11:29:42.461034image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5899
98.3%
1 101
 
1.7%
ValueCountFrequency (%)
0 5899
98.3%
1 101
 
1.7%
ValueCountFrequency (%)
1 101
 
1.7%
0 5899
98.3%

이용금액_일시불_R6M
Real number (ℝ)

Zeros 

Distinct5124
Distinct (%)85.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean22279.015
Minimum-13278
Maximum156477
Zeros624
Zeros (%)10.4%
Negative820
Negative (%)13.7%
Memory size47.0 KiB
2025-04-09T11:29:42.528913image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-13278
5-th percentile-2425.1
Q1192
median11985
Q331492
95-th percentile91399.65
Maximum156477
Range169755
Interquartile range (IQR)31300

Descriptive statistics

Standard deviation29982.63695
Coefficient of variation (CV)1.345779288
Kurtosis3.267648745
Mean22279.015
Median Absolute Deviation (MAD)11985
Skewness1.844983091
Sum133674090
Variance898958518.8
MonotonicityNot monotonic
2025-04-09T11:29:42.615345image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 624
 
10.4%
-11655 14
 
0.2%
8290 3
 
0.1%
17421 3
 
0.1%
-51 3
 
0.1%
19337 3
 
0.1%
-707 3
 
0.1%
6961 3
 
0.1%
-1189 3
 
0.1%
-1142 3
 
0.1%
Other values (5114) 5338
89.0%
ValueCountFrequency (%)
-13278 1
 
< 0.1%
-12202 1
 
< 0.1%
-12109 1
 
< 0.1%
-11655 14
0.2%
-11226 1
 
< 0.1%
ValueCountFrequency (%)
156477 1
< 0.1%
154008 1
< 0.1%
153242 1
< 0.1%
151480 1
< 0.1%
146508 1
< 0.1%

이용금액_할부_R6M
Real number (ℝ)

Zeros 

Distinct1779
Distinct (%)29.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3379.4155
Minimum-5692
Maximum62946
Zeros2928
Zeros (%)48.8%
Negative851
Negative (%)14.2%
Memory size47.0 KiB
2025-04-09T11:29:42.693664image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-5692
5-th percentile-39
Q10
median0
Q3236.5
95-th percentile21970.55
Maximum62946
Range68638
Interquartile range (IQR)236.5

Descriptive statistics

Standard deviation7866.906854
Coefficient of variation (CV)2.327889795
Kurtosis8.957821638
Mean3379.4155
Median Absolute Deviation (MAD)3
Skewness2.873820696
Sum20276493
Variance61888223.45
MonotonicityNot monotonic
2025-04-09T11:29:42.775254image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2928
48.8%
-5 30
 
0.5%
18 25
 
0.4%
-10 24
 
0.4%
-11 22
 
0.4%
-18 21
 
0.4%
5 20
 
0.3%
-3 20
 
0.3%
-17 18
 
0.3%
8 18
 
0.3%
Other values (1769) 2874
47.9%
ValueCountFrequency (%)
-5692 1
< 0.1%
-5626 1
< 0.1%
-4432 1
< 0.1%
-4304 1
< 0.1%
-3954 1
< 0.1%
ValueCountFrequency (%)
62946 1
< 0.1%
60157 1
< 0.1%
56796 1
< 0.1%
52624 1
< 0.1%
51709 1
< 0.1%

이용금액_할부_유이자_R6M
Real number (ℝ)

Zeros 

Distinct519
Distinct (%)8.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean829.8891667
Minimum-7349
Maximum31974
Zeros5474
Zeros (%)91.2%
Negative14
Negative (%)0.2%
Memory size47.0 KiB
2025-04-09T11:29:42.854739image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-7349
5-th percentile0
Q10
median0
Q30
95-th percentile7192.7
Maximum31974
Range39323
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3252.335713
Coefficient of variation (CV)3.919000083
Kurtosis26.32010993
Mean829.8891667
Median Absolute Deviation (MAD)0
Skewness4.804139675
Sum4979335
Variance10577687.59
MonotonicityNot monotonic
2025-04-09T11:29:42.930531image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5474
91.2%
-1086 2
 
< 0.1%
4470 2
 
< 0.1%
7035 2
 
< 0.1%
8205 2
 
< 0.1%
4940 2
 
< 0.1%
9356 2
 
< 0.1%
7020 2
 
< 0.1%
10453 2
 
< 0.1%
8336 1
 
< 0.1%
Other values (509) 509
 
8.5%
ValueCountFrequency (%)
-7349 1
< 0.1%
-4627 1
< 0.1%
-4370 1
< 0.1%
-3930 1
< 0.1%
-3506 1
< 0.1%
ValueCountFrequency (%)
31974 1
< 0.1%
30092 1
< 0.1%
29989 1
< 0.1%
29592 1
< 0.1%
28042 1
< 0.1%

이용금액_할부_무이자_R6M
Real number (ℝ)

Zeros 

Distinct1377
Distinct (%)22.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2511.441833
Minimum-5692
Maximum39624
Zeros4581
Zeros (%)76.3%
Negative68
Negative (%)1.1%
Memory size47.0 KiB
2025-04-09T11:29:43.033729image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-5692
5-th percentile0
Q10
median0
Q30
95-th percentile17190.2
Maximum39624
Range45316
Interquartile range (IQR)0

Descriptive statistics

Standard deviation6222.571896
Coefficient of variation (CV)2.477689036
Kurtosis8.866142026
Mean2511.441833
Median Absolute Deviation (MAD)0
Skewness2.954361472
Sum15068651
Variance38720401
MonotonicityNot monotonic
2025-04-09T11:29:43.111044image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4581
76.3%
9870 3
 
0.1%
3180 2
 
< 0.1%
8635 2
 
< 0.1%
3862 2
 
< 0.1%
4384 2
 
< 0.1%
8578 2
 
< 0.1%
1984 2
 
< 0.1%
6022 2
 
< 0.1%
6382 2
 
< 0.1%
Other values (1367) 1400
 
23.3%
ValueCountFrequency (%)
-5692 1
< 0.1%
-5626 1
< 0.1%
-4432 1
< 0.1%
-4304 1
< 0.1%
-3954 1
< 0.1%
ValueCountFrequency (%)
39624 1
< 0.1%
39485 1
< 0.1%
39479 1
< 0.1%
38851 1
< 0.1%
37590 1
< 0.1%

이용금액_부분무이자_R6M
Real number (ℝ)

Zeros 

Distinct360
Distinct (%)6.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean38.042
Minimum-551
Maximum11091
Zeros4027
Zeros (%)67.1%
Negative940
Negative (%)15.7%
Memory size47.0 KiB
2025-04-09T11:29:43.186897image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-551
5-th percentile-40
Q10
median0
Q30
95-th percentile55
Maximum11091
Range11642
Interquartile range (IQR)0

Descriptive statistics

Standard deviation588.2137597
Coefficient of variation (CV)15.46221964
Kurtosis302.9551007
Mean38.042
Median Absolute Deviation (MAD)0
Skewness17.34959731
Sum228252
Variance345995.4271
MonotonicityNot monotonic
2025-04-09T11:29:43.265968image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4027
67.1%
-5 33
 
0.5%
-10 28
 
0.5%
18 28
 
0.5%
-11 26
 
0.4%
-18 23
 
0.4%
5 23
 
0.4%
-3 22
 
0.4%
-17 21
 
0.4%
13 21
 
0.4%
Other values (350) 1748
29.1%
ValueCountFrequency (%)
-551 1
< 0.1%
-327 1
< 0.1%
-282 1
< 0.1%
-279 1
< 0.1%
-257 1
< 0.1%
ValueCountFrequency (%)
11091 1
< 0.1%
10868 1
< 0.1%
10710 1
< 0.1%
10591 1
< 0.1%
10532 1
< 0.1%

이용금액_CA_R6M
Real number (ℝ)

Zeros 

Distinct468
Distinct (%)7.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2771.967
Minimum0
Maximum254748
Zeros5529
Zeros (%)92.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:43.346466image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile11408.95
Maximum254748
Range254748
Interquartile range (IQR)0

Descriptive statistics

Standard deviation13693.38944
Coefficient of variation (CV)4.939953989
Kurtosis70.9211156
Mean2771.967
Median Absolute Deviation (MAD)0
Skewness7.190836412
Sum16631802
Variance187508914.3
MonotonicityNot monotonic
2025-04-09T11:29:43.445737image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5529
92.2%
6895 2
 
< 0.1%
3820 2
 
< 0.1%
5490 2
 
< 0.1%
13677 2
 
< 0.1%
5053 1
 
< 0.1%
56729 1
 
< 0.1%
3625 1
 
< 0.1%
6227 1
 
< 0.1%
29050 1
 
< 0.1%
Other values (458) 458
 
7.6%
ValueCountFrequency (%)
0 5529
92.2%
1609 1
 
< 0.1%
1766 1
 
< 0.1%
2053 1
 
< 0.1%
2355 1
 
< 0.1%
ValueCountFrequency (%)
254748 1
< 0.1%
234280 1
< 0.1%
196180 1
< 0.1%
179206 1
< 0.1%
154883 1
< 0.1%

이용금액_체크_R6M
Real number (ℝ)

Zeros 

Distinct1004
Distinct (%)16.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3998.756167
Minimum-758
Maximum82616
Zeros4948
Zeros (%)82.5%
Negative46
Negative (%)0.8%
Memory size47.0 KiB
2025-04-09T11:29:43.518427image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-758
5-th percentile0
Q10
median0
Q30
95-th percentile29672.2
Maximum82616
Range83374
Interquartile range (IQR)0

Descriptive statistics

Standard deviation12137.29607
Coefficient of variation (CV)3.03526786
Kurtosis15.11093354
Mean3998.756167
Median Absolute Deviation (MAD)0
Skewness3.798498964
Sum23992537
Variance147313955.9
MonotonicityNot monotonic
2025-04-09T11:29:44.352036image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4948
82.5%
-547 37
 
0.6%
13327 2
 
< 0.1%
9431 2
 
< 0.1%
6646 2
 
< 0.1%
27075 2
 
< 0.1%
1942 2
 
< 0.1%
33570 2
 
< 0.1%
15555 2
 
< 0.1%
13904 2
 
< 0.1%
Other values (994) 999
 
16.7%
ValueCountFrequency (%)
-758 1
 
< 0.1%
-547 37
0.6%
-302 1
 
< 0.1%
-301 1
 
< 0.1%
-282 1
 
< 0.1%
ValueCountFrequency (%)
82616 1
< 0.1%
81029 1
< 0.1%
80694 1
< 0.1%
80644 1
< 0.1%
80496 1
< 0.1%

이용금액_카드론_R6M
Real number (ℝ)

Zeros 

Distinct104
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1143.360833
Minimum0
Maximum110894
Zeros5897
Zeros (%)98.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:44.436691image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum110894
Range110894
Interquartile range (IQR)0

Descriptive statistics

Standard deviation8877.818945
Coefficient of variation (CV)7.764669461
Kurtosis65.4085511
Mean1143.360833
Median Absolute Deviation (MAD)0
Skewness8.020503535
Sum6860165
Variance78815669.23
MonotonicityNot monotonic
2025-04-09T11:29:44.521324image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5897
98.3%
56122 1
 
< 0.1%
66830 1
 
< 0.1%
74771 1
 
< 0.1%
89956 1
 
< 0.1%
76408 1
 
< 0.1%
89626 1
 
< 0.1%
66757 1
 
< 0.1%
54592 1
 
< 0.1%
65194 1
 
< 0.1%
Other values (94) 94
 
1.6%
ValueCountFrequency (%)
0 5897
98.3%
36269 1
 
< 0.1%
37942 1
 
< 0.1%
40215 1
 
< 0.1%
43069 1
 
< 0.1%
ValueCountFrequency (%)
110894 1
< 0.1%
109336 1
< 0.1%
102000 1
< 0.1%
92271 1
< 0.1%
90909 1
< 0.1%

이용개월수_신용_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.665666667
Minimum0
Maximum6
Zeros937
Zeros (%)15.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:44.583852image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q14
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.288251277
Coefficient of variation (CV)0.4904446545
Kurtosis0.01170042547
Mean4.665666667
Median Absolute Deviation (MAD)0
Skewness-1.343828958
Sum27994
Variance5.236093905
MonotonicityNot monotonic
2025-04-09T11:29:44.637244image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 4164
69.4%
0 937
 
15.6%
5 287
 
4.8%
4 198
 
3.3%
1 172
 
2.9%
3 127
 
2.1%
2 115
 
1.9%
ValueCountFrequency (%)
0 937
15.6%
1 172
 
2.9%
2 115
 
1.9%
3 127
 
2.1%
4 198
 
3.3%
ValueCountFrequency (%)
6 4164
69.4%
5 287
 
4.8%
4 198
 
3.3%
3 127
 
2.1%
2 115
 
1.9%

이용개월수_신판_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.642333333
Minimum0
Maximum6
Zeros938
Zeros (%)15.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:44.699729image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q14
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.29367639
Coefficient of variation (CV)0.4940783492
Kurtosis-0.05796778309
Mean4.642333333
Median Absolute Deviation (MAD)0
Skewness-1.314816378
Sum27854
Variance5.260951381
MonotonicityNot monotonic
2025-04-09T11:29:44.768765image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 4120
68.7%
0 938
 
15.6%
5 296
 
4.9%
4 199
 
3.3%
1 178
 
3.0%
3 142
 
2.4%
2 127
 
2.1%
ValueCountFrequency (%)
0 938
15.6%
1 178
 
3.0%
2 127
 
2.1%
3 142
 
2.4%
4 199
 
3.3%
ValueCountFrequency (%)
6 4120
68.7%
5 296
 
4.9%
4 199
 
3.3%
3 142
 
2.4%
2 127
 
2.1%

이용개월수_일시불_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.633833333
Minimum0
Maximum6
Zeros956
Zeros (%)15.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:44.822124image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q14
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.301370177
Coefficient of variation (CV)0.4966450045
Kurtosis-0.07939855177
Mean4.633833333
Median Absolute Deviation (MAD)0
Skewness-1.307682029
Sum27803
Variance5.29630469
MonotonicityNot monotonic
2025-04-09T11:29:44.869008image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 4111
68.5%
0 956
 
15.9%
5 298
 
5.0%
4 202
 
3.4%
1 166
 
2.8%
3 139
 
2.3%
2 128
 
2.1%
ValueCountFrequency (%)
0 956
15.9%
1 166
 
2.8%
2 128
 
2.1%
3 139
 
2.3%
4 202
 
3.4%
ValueCountFrequency (%)
6 4111
68.5%
5 298
 
5.0%
4 202
 
3.4%
3 139
 
2.3%
2 128
 
2.1%

이용개월수_할부_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.7545
Minimum0
Maximum6
Zeros4208
Zeros (%)70.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:44.938020image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile4
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.470801468
Coefficient of variation (CV)1.94937239
Kurtosis3.967411078
Mean0.7545
Median Absolute Deviation (MAD)0
Skewness2.173265796
Sum4527
Variance2.163256959
MonotonicityNot monotonic
2025-04-09T11:29:45.000541image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 4208
70.1%
1 687
 
11.5%
2 439
 
7.3%
4 293
 
4.9%
6 179
 
3.0%
3 127
 
2.1%
5 67
 
1.1%
ValueCountFrequency (%)
0 4208
70.1%
1 687
 
11.5%
2 439
 
7.3%
3 127
 
2.1%
4 293
 
4.9%
ValueCountFrequency (%)
6 179
3.0%
5 67
 
1.1%
4 293
4.9%
3 127
 
2.1%
2 439
7.3%

이용개월수_할부_유이자_R6M
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.152
Minimum0
Maximum5
Zeros5384
Zeros (%)89.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:45.053923image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5233943608
Coefficient of variation (CV)3.443383953
Kurtosis22.19873532
Mean0.152
Median Absolute Deviation (MAD)0
Skewness4.379325169
Sum912
Variance0.2739416569
MonotonicityNot monotonic
2025-04-09T11:29:45.116404image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0 5384
89.7%
1 431
 
7.2%
2 100
 
1.7%
3 61
 
1.0%
4 22
 
0.4%
5 2
 
< 0.1%
ValueCountFrequency (%)
0 5384
89.7%
1 431
 
7.2%
2 100
 
1.7%
3 61
 
1.0%
4 22
 
0.4%
ValueCountFrequency (%)
5 2
 
< 0.1%
4 22
 
0.4%
3 61
 
1.0%
2 100
 
1.7%
1 431
7.2%

이용개월수_할부_무이자_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.628
Minimum0
Maximum6
Zeros4383
Zeros (%)73.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:45.169930image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile4
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.314751217
Coefficient of variation (CV)2.093552893
Kurtosis5.806910621
Mean0.628
Median Absolute Deviation (MAD)0
Skewness2.473357527
Sum3768
Variance1.728570762
MonotonicityNot monotonic
2025-04-09T11:29:45.223208image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 4383
73.0%
1 682
 
11.4%
2 413
 
6.9%
4 259
 
4.3%
6 137
 
2.3%
3 114
 
1.9%
5 12
 
0.2%
ValueCountFrequency (%)
0 4383
73.0%
1 682
 
11.4%
2 413
 
6.9%
3 114
 
1.9%
4 259
 
4.3%
ValueCountFrequency (%)
6 137
 
2.3%
5 12
 
0.2%
4 259
4.3%
3 114
 
1.9%
2 413
6.9%

이용개월수_부분무이자_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0035
Minimum0
Maximum1
Zeros5979
Zeros (%)99.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:45.270090image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.05906209773
Coefficient of variation (CV)16.87488507
Kurtosis280.9528706
Mean0.0035
Median Absolute Deviation (MAD)0
Skewness16.81841906
Sum21
Variance0.003488331389
MonotonicityNot monotonic
2025-04-09T11:29:45.338803image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5979
99.7%
1 21
 
0.4%
ValueCountFrequency (%)
0 5979
99.7%
1 21
 
0.4%
ValueCountFrequency (%)
1 21
 
0.4%
0 5979
99.7%

이용개월수_CA_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2843333333
Minimum0
Maximum6
Zeros5474
Zeros (%)91.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:45.385671image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.111767614
Coefficient of variation (CV)3.910085394
Kurtosis17.70585565
Mean0.2843333333
Median Absolute Deviation (MAD)0
Skewness4.296499606
Sum1706
Variance1.236027227
MonotonicityNot monotonic
2025-04-09T11:29:45.458604image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5474
91.2%
1 212
 
3.5%
6 147
 
2.5%
3 63
 
1.1%
4 46
 
0.8%
5 41
 
0.7%
2 17
 
0.3%
ValueCountFrequency (%)
0 5474
91.2%
1 212
 
3.5%
2 17
 
0.3%
3 63
 
1.1%
4 46
 
0.8%
ValueCountFrequency (%)
6 147
2.5%
5 41
 
0.7%
4 46
 
0.8%
3 63
1.1%
2 17
 
0.3%

이용개월수_체크_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8958333333
Minimum0
Maximum6
Zeros4933
Zeros (%)82.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:45.523418image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.064467561
Coefficient of variation (CV)2.304521928
Kurtosis1.941938891
Mean0.8958333333
Median Absolute Deviation (MAD)0
Skewness1.963134855
Sum5375
Variance4.26202631
MonotonicityNot monotonic
2025-04-09T11:29:45.571008image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 4933
82.2%
6 728
 
12.1%
1 155
 
2.6%
5 128
 
2.1%
4 48
 
0.8%
2 4
 
0.1%
3 4
 
0.1%
ValueCountFrequency (%)
0 4933
82.2%
1 155
 
2.6%
2 4
 
0.1%
3 4
 
0.1%
4 48
 
0.8%
ValueCountFrequency (%)
6 728
12.1%
5 128
 
2.1%
4 48
 
0.8%
3 4
 
0.1%
2 4
 
0.1%

이용개월수_카드론_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.01883333333
Minimum0
Maximum1
Zeros5887
Zeros (%)98.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:45.654651image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1359474868
Coefficient of variation (CV)7.218450628
Kurtosis48.15766182
Mean0.01883333333
Median Absolute Deviation (MAD)0
Skewness7.081074027
Sum113
Variance0.01848171918
MonotonicityNot monotonic
2025-04-09T11:29:45.717174image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5887
98.1%
1 113
 
1.9%
ValueCountFrequency (%)
0 5887
98.1%
1 113
 
1.9%
ValueCountFrequency (%)
1 113
 
1.9%
0 5887
98.1%

이용건수_신용_R3M
Real number (ℝ)

Zeros 

Distinct274
Distinct (%)4.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean44.653
Minimum-9
Maximum277
Zeros499
Zeros (%)8.3%
Negative975
Negative (%)16.2%
Memory size47.0 KiB
2025-04-09T11:29:45.862144image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-5
Q11
median18
Q365
95-th percentile192
Maximum277
Range286
Interquartile range (IQR)64

Descriptive statistics

Standard deviation61.35268494
Coefficient of variation (CV)1.373987973
Kurtosis1.892159335
Mean44.653
Median Absolute Deviation (MAD)20
Skewness1.625023065
Sum267918
Variance3764.15195
MonotonicityNot monotonic
2025-04-09T11:29:45.936666image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 499
 
8.3%
-2 276
 
4.6%
-1 158
 
2.6%
1 148
 
2.5%
2 127
 
2.1%
3 121
 
2.0%
-3 118
 
2.0%
4 111
 
1.8%
-4 107
 
1.8%
5 104
 
1.7%
Other values (264) 4231
70.5%
ValueCountFrequency (%)
-9 29
 
0.5%
-8 30
 
0.5%
-7 87
1.5%
-6 75
1.2%
-5 95
1.6%
ValueCountFrequency (%)
277 1
< 0.1%
272 1
< 0.1%
270 1
< 0.1%
269 1
< 0.1%
267 1
< 0.1%

이용건수_신판_R3M
Real number (ℝ)

Zeros 

Distinct274
Distinct (%)4.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean44.40066667
Minimum-9
Maximum277
Zeros503
Zeros (%)8.4%
Negative1001
Negative (%)16.7%
Memory size47.0 KiB
2025-04-09T11:29:46.006177image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-5
Q10
median18
Q365
95-th percentile192
Maximum277
Range286
Interquartile range (IQR)65

Descriptive statistics

Standard deviation61.33496933
Coefficient of variation (CV)1.381397486
Kurtosis1.911085263
Mean44.40066667
Median Absolute Deviation (MAD)20
Skewness1.63022151
Sum266404
Variance3761.978463
MonotonicityNot monotonic
2025-04-09T11:29:46.088116image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 503
 
8.4%
-2 275
 
4.6%
-1 168
 
2.8%
1 148
 
2.5%
2 124
 
2.1%
3 124
 
2.1%
-3 121
 
2.0%
-4 112
 
1.9%
4 110
 
1.8%
5 102
 
1.7%
Other values (264) 4213
70.2%
ValueCountFrequency (%)
-9 29
 
0.5%
-8 30
 
0.5%
-7 88
1.5%
-6 81
1.4%
-5 97
1.6%
ValueCountFrequency (%)
277 1
< 0.1%
272 1
< 0.1%
270 1
< 0.1%
268 1
< 0.1%
267 1
< 0.1%

이용건수_일시불_R3M
Real number (ℝ)

Zeros 

Distinct270
Distinct (%)4.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean43.92983333
Minimum-9
Maximum271
Zeros505
Zeros (%)8.4%
Negative1027
Negative (%)17.1%
Memory size47.0 KiB
2025-04-09T11:29:46.161734image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-9
5-th percentile-5
Q10
median17
Q364
95-th percentile191
Maximum271
Range280
Interquartile range (IQR)64

Descriptive statistics

Standard deviation61.04269499
Coefficient of variation (CV)1.389549888
Kurtosis1.928230961
Mean43.92983333
Median Absolute Deviation (MAD)19
Skewness1.636689828
Sum263579
Variance3726.210612
MonotonicityNot monotonic
2025-04-09T11:29:46.232921image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 505
 
8.4%
-2 294
 
4.9%
-1 166
 
2.8%
1 146
 
2.4%
-3 124
 
2.1%
2 121
 
2.0%
3 117
 
1.9%
4 113
 
1.9%
-4 112
 
1.9%
5 107
 
1.8%
Other values (260) 4195
69.9%
ValueCountFrequency (%)
-9 32
 
0.5%
-8 31
 
0.5%
-7 89
1.5%
-6 81
1.4%
-5 98
1.6%
ValueCountFrequency (%)
271 1
 
< 0.1%
268 2
< 0.1%
267 2
< 0.1%
263 3
0.1%
258 1
 
< 0.1%

이용건수_할부_R3M
Real number (ℝ)

Zeros 

Distinct11
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4708333333
Minimum-1
Maximum9
Zeros4998
Zeros (%)83.3%
Negative1
Negative (%)< 0.1%
Memory size47.0 KiB
2025-04-09T11:29:46.294395image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile3
Maximum9
Range10
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.257277255
Coefficient of variation (CV)2.670323374
Kurtosis10.32784393
Mean0.4708333333
Median Absolute Deviation (MAD)0
Skewness3.129224912
Sum2825
Variance1.580746097
MonotonicityNot monotonic
2025-04-09T11:29:46.354291image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%)
0 4998
83.3%
3 327
 
5.5%
1 269
 
4.5%
2 179
 
3.0%
6 89
 
1.5%
4 70
 
1.2%
5 40
 
0.7%
7 18
 
0.3%
9 6
 
0.1%
8 3
 
0.1%
ValueCountFrequency (%)
-1 1
 
< 0.1%
0 4998
83.3%
1 269
 
4.5%
2 179
 
3.0%
3 327
 
5.5%
ValueCountFrequency (%)
9 6
 
0.1%
8 3
 
0.1%
7 18
 
0.3%
6 89
1.5%
5 40
0.7%

이용건수_할부_유이자_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08466666667
Minimum0
Maximum3
Zeros5730
Zeros (%)95.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:46.407789image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4291801349
Coefficient of variation (CV)5.069056711
Kurtosis31.42293597
Mean0.08466666667
Median Absolute Deviation (MAD)0
Skewness5.559575187
Sum508
Variance0.1841955882
MonotonicityNot monotonic
2025-04-09T11:29:46.456624image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5730
95.5%
1 114
 
1.9%
3 82
 
1.4%
2 74
 
1.2%
ValueCountFrequency (%)
0 5730
95.5%
1 114
 
1.9%
2 74
 
1.2%
3 82
 
1.4%
ValueCountFrequency (%)
3 82
 
1.4%
2 74
 
1.2%
1 114
 
1.9%
0 5730
95.5%

이용건수_할부_무이자_R3M
Real number (ℝ)

Zeros 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3856666667
Minimum-1
Maximum6
Zeros5104
Zeros (%)85.1%
Negative1
Negative (%)< 0.1%
Memory size47.0 KiB
2025-04-09T11:29:46.519906image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile3
Maximum6
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.077243998
Coefficient of variation (CV)2.793199649
Kurtosis10.15711031
Mean0.3856666667
Median Absolute Deviation (MAD)0
Skewness3.163651607
Sum2314
Variance1.160454631
MonotonicityNot monotonic
2025-04-09T11:29:46.571025image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0 5104
85.1%
3 308
 
5.1%
1 268
 
4.5%
2 160
 
2.7%
6 63
 
1.1%
4 55
 
0.9%
5 41
 
0.7%
-1 1
 
< 0.1%
ValueCountFrequency (%)
-1 1
 
< 0.1%
0 5104
85.1%
1 268
 
4.5%
2 160
 
2.7%
3 308
 
5.1%
ValueCountFrequency (%)
6 63
 
1.1%
5 41
 
0.7%
4 55
 
0.9%
3 308
5.1%
2 160
2.7%

이용건수_부분무이자_R3M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0005
Minimum0
Maximum1
Zeros5997
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:46.632363image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.02235695206
Coefficient of variation (CV)44.71390413
Kurtosis1996.664999
Mean0.0005
Median Absolute Deviation (MAD)0
Skewness44.69898706
Sum3
Variance0.0004998333056
MonotonicityNot monotonic
2025-04-09T11:29:46.693727image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5997
> 99.9%
1 3
 
0.1%
ValueCountFrequency (%)
0 5997
> 99.9%
1 3
 
0.1%
ValueCountFrequency (%)
1 3
 
0.1%
0 5997
> 99.9%

이용건수_CA_R3M
Real number (ℝ)

Zeros 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2523333333
Minimum0
Maximum7
Zeros5672
Zeros (%)94.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:46.742285image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.125554249
Coefficient of variation (CV)4.460584871
Kurtosis19.50525173
Mean0.2523333333
Median Absolute Deviation (MAD)0
Skewness4.55045611
Sum1514
Variance1.266872368
MonotonicityNot monotonic
2025-04-09T11:29:46.805134image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0 5672
94.5%
6 172
 
2.9%
2 56
 
0.9%
4 38
 
0.6%
5 22
 
0.4%
3 22
 
0.4%
1 14
 
0.2%
7 4
 
0.1%
ValueCountFrequency (%)
0 5672
94.5%
1 14
 
0.2%
2 56
 
0.9%
3 22
 
0.4%
4 38
 
0.6%
ValueCountFrequency (%)
7 4
 
0.1%
6 172
2.9%
5 22
 
0.4%
4 38
 
0.6%
3 22
 
0.4%

이용건수_체크_R3M
Real number (ℝ)

Zeros 

Distinct171
Distinct (%)2.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.625
Minimum-1
Maximum189
Zeros5066
Zeros (%)84.4%
Negative13
Negative (%)0.2%
Memory size47.0 KiB
2025-04-09T11:29:46.876287image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile72
Maximum189
Range190
Interquartile range (IQR)0

Descriptive statistics

Standard deviation28.54964487
Coefficient of variation (CV)2.966196869
Kurtosis13.27028152
Mean9.625
Median Absolute Deviation (MAD)0
Skewness3.580526258
Sum57750
Variance815.082222
MonotonicityNot monotonic
2025-04-09T11:29:46.957943image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5066
84.4%
37 20
 
0.3%
36 19
 
0.3%
21 16
 
0.3%
33 16
 
0.3%
24 16
 
0.3%
34 16
 
0.3%
28 15
 
0.2%
31 15
 
0.2%
39 15
 
0.2%
Other values (161) 786
 
13.1%
ValueCountFrequency (%)
-1 13
 
0.2%
0 5066
84.4%
1 1
 
< 0.1%
2 5
 
0.1%
3 2
 
< 0.1%
ValueCountFrequency (%)
189 1
< 0.1%
188 1
< 0.1%
187 1
< 0.1%
185 1
< 0.1%
184 1
< 0.1%

이용건수_카드론_R3M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.004833333333
Minimum0
Maximum1
Zeros5971
Zeros (%)99.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:47.027319image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.0693597435
Coefficient of variation (CV)14.35029176
Kurtosis202.0707614
Mean0.004833333333
Median Absolute Deviation (MAD)0
Skewness14.28297604
Sum29
Variance0.004810774018
MonotonicityNot monotonic
2025-04-09T11:29:47.080190image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5971
99.5%
1 29
 
0.5%
ValueCountFrequency (%)
0 5971
99.5%
1 29
 
0.5%
ValueCountFrequency (%)
1 29
 
0.5%
0 5971
99.5%

이용금액_일시불_R3M
Real number (ℝ)

Zeros 

Distinct4737
Distinct (%)79.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10917.48833
Minimum-9399
Maximum81183
Zeros842
Zeros (%)14.0%
Negative685
Negative (%)11.4%
Memory size47.0 KiB
2025-04-09T11:29:47.149814image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-9399
5-th percentile-1092.1
Q10
median5978
Q315256
95-th percentile45086.85
Maximum81183
Range90582
Interquartile range (IQR)15256

Descriptive statistics

Standard deviation14846.98613
Coefficient of variation (CV)1.359926906
Kurtosis3.898197763
Mean10917.48833
Median Absolute Deviation (MAD)5978
Skewness1.952123599
Sum65504930
Variance220432997
MonotonicityNot monotonic
2025-04-09T11:29:47.233276image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 842
 
14.0%
2886 4
 
0.1%
-140 4
 
0.1%
3818 4
 
0.1%
1526 4
 
0.1%
923 4
 
0.1%
1025 3
 
0.1%
4842 3
 
0.1%
3879 3
 
0.1%
9442 3
 
0.1%
Other values (4727) 5126
85.4%
ValueCountFrequency (%)
-9399 1
< 0.1%
-9239 1
< 0.1%
-8727 1
< 0.1%
-8343 1
< 0.1%
-7908 1
< 0.1%
ValueCountFrequency (%)
81183 1
< 0.1%
79756 1
< 0.1%
78959 1
< 0.1%
78192 1
< 0.1%
78155 1
< 0.1%

이용금액_할부_R3M
Real number (ℝ)

Zeros 

Distinct1053
Distinct (%)17.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1369.382667
Minimum-551
Maximum32693
Zeros3659
Zeros (%)61.0%
Negative797
Negative (%)13.3%
Memory size47.0 KiB
2025-04-09T11:29:47.305864image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-551
5-th percentile-33
Q10
median0
Q34
95-th percentile11741.7
Maximum32693
Range33244
Interquartile range (IQR)4

Descriptive statistics

Standard deviation4003.75079
Coefficient of variation (CV)2.923763304
Kurtosis12.3070045
Mean1369.382667
Median Absolute Deviation (MAD)0
Skewness3.371597622
Sum8216296
Variance16030020.39
MonotonicityNot monotonic
2025-04-09T11:29:47.398490image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3659
61.0%
-5 30
 
0.5%
18 25
 
0.4%
-10 24
 
0.4%
-11 22
 
0.4%
-18 21
 
0.4%
-3 20
 
0.3%
5 20
 
0.3%
-19 18
 
0.3%
13 18
 
0.3%
Other values (1043) 2143
35.7%
ValueCountFrequency (%)
-551 1
< 0.1%
-327 1
< 0.1%
-279 1
< 0.1%
-257 1
< 0.1%
-256 1
< 0.1%
ValueCountFrequency (%)
32693 1
< 0.1%
32437 1
< 0.1%
31335 1
< 0.1%
30253 1
< 0.1%
30252 1
< 0.1%

이용금액_할부_유이자_R3M
Real number (ℝ)

Zeros 

Distinct233
Distinct (%)3.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean328.417
Minimum-2284
Maximum16690
Zeros5762
Zeros (%)96.0%
Negative2
Negative (%)< 0.1%
Memory size47.0 KiB
2025-04-09T11:29:47.475516image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-2284
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum16690
Range18974
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1784.958249
Coefficient of variation (CV)5.435036094
Kurtosis37.90923415
Mean328.417
Median Absolute Deviation (MAD)0
Skewness6.024691317
Sum1970502
Variance3186075.95
MonotonicityNot monotonic
2025-04-09T11:29:47.555710image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5762
96.0%
4559 3
 
0.1%
4940 2
 
< 0.1%
4436 2
 
< 0.1%
3560 2
 
< 0.1%
4074 2
 
< 0.1%
13293 1
 
< 0.1%
14607 1
 
< 0.1%
14483 1
 
< 0.1%
14362 1
 
< 0.1%
Other values (223) 223
 
3.7%
ValueCountFrequency (%)
-2284 1
 
< 0.1%
-599 1
 
< 0.1%
0 5762
96.0%
411 1
 
< 0.1%
1678 1
 
< 0.1%
ValueCountFrequency (%)
16690 1
< 0.1%
16268 1
< 0.1%
15853 1
< 0.1%
15699 1
< 0.1%
15283 1
< 0.1%

이용금액_할부_무이자_R3M
Real number (ℝ)

Zeros 

Distinct686
Distinct (%)11.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1035.8095
Minimum-361
Maximum20559
Zeros5283
Zeros (%)88.0%
Negative1
Negative (%)< 0.1%
Memory size47.0 KiB
2025-04-09T11:29:47.656007image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-361
5-th percentile0
Q10
median0
Q30
95-th percentile9836.55
Maximum20559
Range20920
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3194.496866
Coefficient of variation (CV)3.084058281
Kurtosis10.42223721
Mean1035.8095
Median Absolute Deviation (MAD)0
Skewness3.309990638
Sum6214857
Variance10204810.23
MonotonicityNot monotonic
2025-04-09T11:29:47.734647image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5283
88.0%
3643 3
 
0.1%
4674 3
 
0.1%
3811 3
 
0.1%
12201 2
 
< 0.1%
4054 2
 
< 0.1%
4844 2
 
< 0.1%
4314 2
 
< 0.1%
9255 2
 
< 0.1%
12961 2
 
< 0.1%
Other values (676) 696
 
11.6%
ValueCountFrequency (%)
-361 1
 
< 0.1%
0 5283
88.0%
186 1
 
< 0.1%
644 1
 
< 0.1%
894 1
 
< 0.1%
ValueCountFrequency (%)
20559 1
< 0.1%
20341 1
< 0.1%
19826 1
< 0.1%
19693 1
< 0.1%
19136 1
< 0.1%

이용금액_부분무이자_R3M
Real number (ℝ)

Zeros 

Distinct341
Distinct (%)5.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.131833333
Minimum-551
Maximum2239
Zeros4046
Zeros (%)67.4%
Negative940
Negative (%)15.7%
Memory size47.0 KiB
2025-04-09T11:29:47.803193image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-551
5-th percentile-40
Q10
median0
Q30
95-th percentile52.05
Maximum2239
Range2790
Interquartile range (IQR)0

Descriptive statistics

Standard deviation71.21597484
Coefficient of variation (CV)13.87729691
Kurtosis412.9722649
Mean5.131833333
Median Absolute Deviation (MAD)0
Skewness16.28273058
Sum30791
Variance5071.715072
MonotonicityNot monotonic
2025-04-09T11:29:47.872192image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4046
67.4%
-5 33
 
0.5%
18 28
 
0.5%
-10 28
 
0.5%
-11 26
 
0.4%
5 23
 
0.4%
-18 23
 
0.4%
-3 22
 
0.4%
13 21
 
0.4%
-12 21
 
0.4%
Other values (331) 1729
28.8%
ValueCountFrequency (%)
-551 1
< 0.1%
-327 1
< 0.1%
-282 1
< 0.1%
-279 1
< 0.1%
-257 1
< 0.1%
ValueCountFrequency (%)
2239 1
< 0.1%
1976 1
< 0.1%
1939 1
< 0.1%
1374 1
< 0.1%
1362 1
< 0.1%

이용금액_CA_R3M
Real number (ℝ)

Zeros 

Distinct324
Distinct (%)5.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1285.911333
Minimum0
Maximum102560
Zeros5674
Zeros (%)94.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:47.956838image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4735.5
Maximum102560
Range102560
Interquartile range (IQR)0

Descriptive statistics

Standard deviation6317.608436
Coefficient of variation (CV)4.912942496
Kurtosis45.89677905
Mean1285.911333
Median Absolute Deviation (MAD)0
Skewness6.038984081
Sum7715468
Variance39912176.35
MonotonicityNot monotonic
2025-04-09T11:29:48.034991image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5674
94.6%
23705 2
 
< 0.1%
13677 2
 
< 0.1%
30498 2
 
< 0.1%
18107 1
 
< 0.1%
29053 1
 
< 0.1%
15828 1
 
< 0.1%
19859 1
 
< 0.1%
31126 1
 
< 0.1%
21983 1
 
< 0.1%
Other values (314) 314
 
5.2%
ValueCountFrequency (%)
0 5674
94.6%
2355 1
 
< 0.1%
2665 1
 
< 0.1%
2849 1
 
< 0.1%
2878 1
 
< 0.1%
ValueCountFrequency (%)
102560 1
< 0.1%
100520 1
< 0.1%
56848 1
< 0.1%
54969 1
< 0.1%
52725 1
< 0.1%

이용금액_체크_R3M
Real number (ℝ)

Zeros 

Distinct914
Distinct (%)15.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2067.209333
Minimum-758
Maximum41701
Zeros5063
Zeros (%)84.4%
Negative17
Negative (%)0.3%
Memory size47.0 KiB
2025-04-09T11:29:48.119646image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-758
5-th percentile0
Q10
median0
Q30
95-th percentile14894.85
Maximum41701
Range42459
Interquartile range (IQR)0

Descriptive statistics

Standard deviation6156.360997
Coefficient of variation (CV)2.978102361
Kurtosis14.18383327
Mean2067.209333
Median Absolute Deviation (MAD)0
Skewness3.665967063
Sum12403256
Variance37900780.72
MonotonicityNot monotonic
2025-04-09T11:29:48.188684image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5063
84.4%
-758 7
 
0.1%
7940 3
 
0.1%
10458 2
 
< 0.1%
3392 2
 
< 0.1%
7625 2
 
< 0.1%
2702 2
 
< 0.1%
8275 2
 
< 0.1%
10956 2
 
< 0.1%
12164 2
 
< 0.1%
Other values (904) 913
 
15.2%
ValueCountFrequency (%)
-758 7
0.1%
-646 1
 
< 0.1%
-607 1
 
< 0.1%
-518 1
 
< 0.1%
-320 1
 
< 0.1%
ValueCountFrequency (%)
41701 1
< 0.1%
40914 1
< 0.1%
40768 1
< 0.1%
40638 1
< 0.1%
40246 1
< 0.1%

이용금액_카드론_R3M
Real number (ℝ)

Zeros 

Distinct32
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean393.9575
Minimum0
Maximum90909
Zeros5969
Zeros (%)99.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:48.273438image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum90909
Range90909
Interquartile range (IQR)0

Descriptive statistics

Standard deviation5488.92803
Coefficient of variation (CV)13.93279232
Kurtosis195.0521838
Mean393.9575
Median Absolute Deviation (MAD)0
Skewness13.97704155
Sum2363745
Variance30128330.92
MonotonicityNot monotonic
2025-04-09T11:29:48.335938image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=32)
ValueCountFrequency (%)
0 5969
99.5%
76408 1
 
< 0.1%
85866 1
 
< 0.1%
75975 1
 
< 0.1%
64534 1
 
< 0.1%
70854 1
 
< 0.1%
71959 1
 
< 0.1%
84894 1
 
< 0.1%
75413 1
 
< 0.1%
80874 1
 
< 0.1%
Other values (22) 22
 
0.4%
ValueCountFrequency (%)
0 5969
99.5%
64534 1
 
< 0.1%
66406 1
 
< 0.1%
66830 1
 
< 0.1%
67581 1
 
< 0.1%
ValueCountFrequency (%)
90909 1
< 0.1%
89956 1
< 0.1%
85866 1
< 0.1%
84949 1
< 0.1%
84894 1
< 0.1%

이용개월수_신용_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.351666667
Minimum0
Maximum3
Zeros1151
Zeros (%)19.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:48.389326image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q13
median3
Q33
95-th percentile3
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.193413003
Coefficient of variation (CV)0.5074754086
Kurtosis-0.002321009394
Mean2.351666667
Median Absolute Deviation (MAD)0
Skewness-1.380428155
Sum14110
Variance1.424234595
MonotonicityNot monotonic
2025-04-09T11:29:48.451724image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
3 4547
75.8%
0 1151
 
19.2%
2 167
 
2.8%
1 135
 
2.2%
ValueCountFrequency (%)
0 1151
 
19.2%
1 135
 
2.2%
2 167
 
2.8%
3 4547
75.8%
ValueCountFrequency (%)
3 4547
75.8%
2 167
 
2.8%
1 135
 
2.2%
0 1151
 
19.2%

이용개월수_신판_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.336
Minimum0
Maximum3
Zeros1161
Zeros (%)19.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:48.505113image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12.75
median3
Q33
95-th percentile3
Maximum3
Range3
Interquartile range (IQR)0.25

Descriptive statistics

Standard deviation1.199309686
Coefficient of variation (CV)0.5134031192
Kurtosis-0.1007480976
Mean2.336
Median Absolute Deviation (MAD)0
Skewness-1.341259347
Sum14016
Variance1.438343724
MonotonicityNot monotonic
2025-04-09T11:29:48.558491image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
3 4500
75.0%
0 1161
 
19.4%
2 177
 
2.9%
1 162
 
2.7%
ValueCountFrequency (%)
0 1161
 
19.4%
1 162
 
2.7%
2 177
 
2.9%
3 4500
75.0%
ValueCountFrequency (%)
3 4500
75.0%
2 177
 
2.9%
1 162
 
2.7%
0 1161
 
19.4%

이용개월수_일시불_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.329
Minimum0
Maximum3
Zeros1177
Zeros (%)19.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:48.605373image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q33
95-th percentile3
Maximum3
Range3
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.204021295
Coefficient of variation (CV)0.5169692119
Kurtosis-0.1411553932
Mean2.329
Median Absolute Deviation (MAD)0
Skewness-1.326522179
Sum13974
Variance1.449667278
MonotonicityNot monotonic
2025-04-09T11:29:48.658751image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
3 4483
74.7%
0 1177
 
19.6%
2 185
 
3.1%
1 155
 
2.6%
ValueCountFrequency (%)
0 1177
 
19.6%
1 155
 
2.6%
2 185
 
3.1%
3 4483
74.7%
ValueCountFrequency (%)
3 4483
74.7%
2 185
 
3.1%
1 155
 
2.6%
0 1177
 
19.6%

이용개월수_할부_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3461666667
Minimum0
Maximum3
Zeros4812
Zeros (%)80.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:48.721258image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.7853479701
Coefficient of variation (CV)2.268698999
Kurtosis4.277384778
Mean0.3461666667
Median Absolute Deviation (MAD)0
Skewness2.30776058
Sum2077
Variance0.6167714341
MonotonicityNot monotonic
2025-04-09T11:29:48.774642image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 4812
80.2%
1 581
 
9.7%
2 325
 
5.4%
3 282
 
4.7%
ValueCountFrequency (%)
0 4812
80.2%
1 581
 
9.7%
2 325
 
5.4%
3 282
 
4.7%
ValueCountFrequency (%)
3 282
 
4.7%
2 325
 
5.4%
1 581
 
9.7%
0 4812
80.2%

이용개월수_할부_유이자_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08083333333
Minimum0
Maximum3
Zeros5616
Zeros (%)93.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:48.821535image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3306320086
Coefficient of variation (CV)4.09029289
Kurtosis21.5341481
Mean0.08083333333
Median Absolute Deviation (MAD)0
Skewness4.506476563
Sum485
Variance0.1093175251
MonotonicityNot monotonic
2025-04-09T11:29:48.874910image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5616
93.6%
1 287
 
4.8%
2 93
 
1.6%
3 4
 
0.1%
ValueCountFrequency (%)
0 5616
93.6%
1 287
 
4.8%
2 93
 
1.6%
3 4
 
0.1%
ValueCountFrequency (%)
3 4
 
0.1%
2 93
 
1.6%
1 287
 
4.8%
0 5616
93.6%

이용개월수_할부_무이자_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2626666667
Minimum0
Maximum3
Zeros5027
Zeros (%)83.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:48.937410image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6723701132
Coefficient of variation (CV)2.559784695
Kurtosis6.959523911
Mean0.2626666667
Median Absolute Deviation (MAD)0
Skewness2.749586693
Sum1576
Variance0.4520815692
MonotonicityNot monotonic
2025-04-09T11:29:48.990794image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5027
83.8%
1 542
 
9.0%
2 259
 
4.3%
3 172
 
2.9%
ValueCountFrequency (%)
0 5027
83.8%
1 542
 
9.0%
2 259
 
4.3%
3 172
 
2.9%
ValueCountFrequency (%)
3 172
 
2.9%
2 259
 
4.3%
1 542
 
9.0%
0 5027
83.8%

이용개월수_부분무이자_R3M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0005
Minimum0
Maximum1
Zeros5997
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:49.053293image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.02235695206
Coefficient of variation (CV)44.71390413
Kurtosis1996.664999
Mean0.0005
Median Absolute Deviation (MAD)0
Skewness44.69898706
Sum3
Variance0.0004998333056
MonotonicityNot monotonic
2025-04-09T11:29:49.106679image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5997
> 99.9%
1 3
 
0.1%
ValueCountFrequency (%)
0 5997
> 99.9%
1 3
 
0.1%
ValueCountFrequency (%)
1 3
 
0.1%
0 5997
> 99.9%

이용개월수_CA_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1386666667
Minimum0
Maximum3
Zeros5624
Zeros (%)93.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:49.160084image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5774892246
Coefficient of variation (CV)4.164585754
Kurtosis17.30725055
Mean0.1386666667
Median Absolute Deviation (MAD)0
Skewness4.287381369
Sum832
Variance0.3334938045
MonotonicityNot monotonic
2025-04-09T11:29:49.222607image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5624
93.7%
3 186
 
3.1%
1 106
 
1.8%
2 84
 
1.4%
ValueCountFrequency (%)
0 5624
93.7%
1 106
 
1.8%
2 84
 
1.4%
3 186
 
3.1%
ValueCountFrequency (%)
3 186
 
3.1%
2 84
 
1.4%
1 106
 
1.8%
0 5624
93.7%

이용개월수_체크_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4378333333
Minimum0
Maximum3
Zeros5047
Zeros (%)84.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:49.276043image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.034398522
Coefficient of variation (CV)2.362539449
Kurtosis2.102086756
Mean0.4378333333
Median Absolute Deviation (MAD)0
Skewness2.003842983
Sum2627
Variance1.069980302
MonotonicityNot monotonic
2025-04-09T11:29:49.322905image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5047
84.1%
3 797
 
13.3%
2 80
 
1.3%
1 76
 
1.3%
ValueCountFrequency (%)
0 5047
84.1%
1 76
 
1.3%
2 80
 
1.3%
3 797
 
13.3%
ValueCountFrequency (%)
3 797
 
13.3%
2 80
 
1.3%
1 76
 
1.3%
0 5047
84.1%

이용개월수_카드론_R3M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.005333333333
Minimum0
Maximum1
Zeros5968
Zeros (%)99.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:49.391920image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.07284073849
Coefficient of variation (CV)13.65763847
Kurtosis182.6585417
Mean0.005333333333
Median Absolute Deviation (MAD)0
Skewness13.58667199
Sum32
Variance0.005305773184
MonotonicityNot monotonic
2025-04-09T11:29:49.438795image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5968
99.5%
1 32
 
0.5%
ValueCountFrequency (%)
0 5968
99.5%
1 32
 
0.5%
ValueCountFrequency (%)
1 32
 
0.5%
0 5968
99.5%

이용가맹점수
Real number (ℝ)

Zeros 

Distinct105
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19.55083333
Minimum0
Maximum104
Zeros1423
Zeros (%)23.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:49.507803image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median8
Q331
95-th percentile77
Maximum104
Range104
Interquartile range (IQR)30

Descriptive statistics

Standard deviation24.98096123
Coefficient of variation (CV)1.277744064
Kurtosis1.205014914
Mean19.55083333
Median Absolute Deviation (MAD)8
Skewness1.436857124
Sum117305
Variance624.048424
MonotonicityNot monotonic
2025-04-09T11:29:49.592439image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1423
23.7%
1 390
 
6.5%
2 331
 
5.5%
3 283
 
4.7%
4 192
 
3.2%
5 152
 
2.5%
6 118
 
2.0%
8 106
 
1.8%
7 97
 
1.6%
10 83
 
1.4%
Other values (95) 2825
47.1%
ValueCountFrequency (%)
0 1423
23.7%
1 390
 
6.5%
2 331
 
5.5%
3 283
 
4.7%
4 192
 
3.2%
ValueCountFrequency (%)
104 3
 
0.1%
103 3
 
0.1%
102 6
0.1%
101 4
 
0.1%
100 11
0.2%

이용금액_해외
Real number (ℝ)

Zeros 

Distinct493
Distinct (%)8.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean165.8803333
Minimum0
Maximum5668
Zeros5354
Zeros (%)89.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:49.661502image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1395
Maximum5668
Range5668
Interquartile range (IQR)0

Descriptive statistics

Standard deviation518.6756852
Coefficient of variation (CV)3.126806384
Kurtosis16.2738412
Mean165.8803333
Median Absolute Deviation (MAD)0
Skewness3.644882427
Sum995282
Variance269024.4664
MonotonicityNot monotonic
2025-04-09T11:29:49.728585image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5354
89.2%
1168 5
 
0.1%
1395 4
 
0.1%
1189 4
 
0.1%
1478 4
 
0.1%
1196 4
 
0.1%
1245 4
 
0.1%
1277 4
 
0.1%
1332 4
 
0.1%
1214 3
 
0.1%
Other values (483) 610
 
10.2%
ValueCountFrequency (%)
0 5354
89.2%
479 1
 
< 0.1%
493 1
 
< 0.1%
543 1
 
< 0.1%
668 1
 
< 0.1%
ValueCountFrequency (%)
5668 1
< 0.1%
5383 1
< 0.1%
4881 1
< 0.1%
4521 1
< 0.1%
4296 1
< 0.1%

쇼핑_도소매_이용금액
Real number (ℝ)

Zeros 

Distinct1371
Distinct (%)22.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean528.2925
Minimum0
Maximum6615
Zeros3345
Zeros (%)55.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:49.808333image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3882.75
95-th percentile2018
Maximum6615
Range6615
Interquartile range (IQR)882.75

Descriptive statistics

Standard deviation765.8944242
Coefficient of variation (CV)1.449754491
Kurtosis5.834765643
Mean528.2925
Median Absolute Deviation (MAD)0
Skewness2.020372343
Sum3169755
Variance586594.269
MonotonicityNot monotonic
2025-04-09T11:29:49.892870image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3345
55.8%
804 9
 
0.1%
732 9
 
0.1%
695 9
 
0.1%
746 9
 
0.1%
797 9
 
0.1%
782 8
 
0.1%
651 8
 
0.1%
742 8
 
0.1%
828 8
 
0.1%
Other values (1361) 2578
43.0%
ValueCountFrequency (%)
0 3345
55.8%
313 1
 
< 0.1%
347 1
 
< 0.1%
367 1
 
< 0.1%
378 1
 
< 0.1%
ValueCountFrequency (%)
6615 1
< 0.1%
5930 1
< 0.1%
5862 1
< 0.1%
5824 1
< 0.1%
5485 1
< 0.1%

쇼핑_백화점_이용금액
Real number (ℝ)

Zeros 

Distinct445
Distinct (%)7.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean112.919
Minimum0
Maximum1637
Zeros5134
Zeros (%)85.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:49.961875image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile793
Maximum1637
Range1637
Interquartile range (IQR)0

Descriptive statistics

Standard deviation283.6492486
Coefficient of variation (CV)2.511970958
Kurtosis4.148464815
Mean112.919
Median Absolute Deviation (MAD)0
Skewness2.324541044
Sum677514
Variance80456.89626
MonotonicityNot monotonic
2025-04-09T11:29:50.040005image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5134
85.6%
719 7
 
0.1%
665 6
 
0.1%
749 6
 
0.1%
683 6
 
0.1%
715 6
 
0.1%
613 6
 
0.1%
743 6
 
0.1%
650 6
 
0.1%
674 6
 
0.1%
Other values (435) 811
 
13.5%
ValueCountFrequency (%)
0 5134
85.6%
448 1
 
< 0.1%
456 1
 
< 0.1%
465 1
 
< 0.1%
492 1
 
< 0.1%
ValueCountFrequency (%)
1637 1
< 0.1%
1569 1
< 0.1%
1551 1
< 0.1%
1476 1
< 0.1%
1409 1
< 0.1%

쇼핑_마트_이용금액
Real number (ℝ)

Zeros 

Distinct1016
Distinct (%)16.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean360.7401667
Minimum0
Maximum5509
Zeros4139
Zeros (%)69.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:50.109054image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3782
95-th percentile1563.1
Maximum5509
Range5509
Interquartile range (IQR)782

Descriptive statistics

Standard deviation615.2174202
Coefficient of variation (CV)1.705430881
Kurtosis5.319212553
Mean360.7401667
Median Absolute Deviation (MAD)0
Skewness1.973987544
Sum2164441
Variance378492.4741
MonotonicityNot monotonic
2025-04-09T11:29:50.178063image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4139
69.0%
840 8
 
0.1%
850 8
 
0.1%
1158 7
 
0.1%
806 7
 
0.1%
868 6
 
0.1%
812 6
 
0.1%
701 6
 
0.1%
875 6
 
0.1%
952 6
 
0.1%
Other values (1006) 1801
30.0%
ValueCountFrequency (%)
0 4139
69.0%
416 1
 
< 0.1%
428 1
 
< 0.1%
432 1
 
< 0.1%
468 1
 
< 0.1%
ValueCountFrequency (%)
5509 1
< 0.1%
5074 1
< 0.1%
4766 1
< 0.1%
4664 1
< 0.1%
4533 1
< 0.1%

쇼핑_슈퍼마켓_이용금액
Real number (ℝ)

Zeros 

Distinct1168
Distinct (%)19.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean349.0871667
Minimum0
Maximum3770
Zeros3310
Zeros (%)55.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:50.256190image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3590
95-th percentile1339
Maximum3770
Range3770
Interquartile range (IQR)590

Descriptive statistics

Standard deviation497.1904252
Coefficient of variation (CV)1.424258674
Kurtosis4.42563598
Mean349.0871667
Median Absolute Deviation (MAD)0
Skewness1.828873023
Sum2094523
Variance247198.319
MonotonicityNot monotonic
2025-04-09T11:29:50.325227image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3310
55.2%
418 9
 
0.1%
484 9
 
0.1%
525 8
 
0.1%
491 8
 
0.1%
562 8
 
0.1%
495 8
 
0.1%
473 8
 
0.1%
408 8
 
0.1%
538 8
 
0.1%
Other values (1158) 2616
43.6%
ValueCountFrequency (%)
0 3310
55.2%
180 1
 
< 0.1%
181 1
 
< 0.1%
184 1
 
< 0.1%
186 1
 
< 0.1%
ValueCountFrequency (%)
3770 1
< 0.1%
3686 1
< 0.1%
3663 1
< 0.1%
3408 1
< 0.1%
3187 1
< 0.1%

쇼핑_편의점_이용금액
Real number (ℝ)

Zeros 

Distinct826
Distinct (%)13.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean172.2378333
Minimum0
Maximum3008
Zeros3648
Zeros (%)60.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:50.409846image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3245.25
95-th percentile823.15
Maximum3008
Range3008
Interquartile range (IQR)245.25

Descriptive statistics

Standard deviation323.6543758
Coefficient of variation (CV)1.87911314
Kurtosis12.8919596
Mean172.2378333
Median Absolute Deviation (MAD)0
Skewness3.15713053
Sum1033427
Variance104752.155
MonotonicityNot monotonic
2025-04-09T11:29:50.494550image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3648
60.8%
224 17
 
0.3%
207 14
 
0.2%
271 13
 
0.2%
222 11
 
0.2%
232 11
 
0.2%
195 11
 
0.2%
231 11
 
0.2%
154 11
 
0.2%
180 11
 
0.2%
Other values (816) 2242
37.4%
ValueCountFrequency (%)
0 3648
60.8%
73 1
 
< 0.1%
77 1
 
< 0.1%
81 1
 
< 0.1%
82 1
 
< 0.1%
ValueCountFrequency (%)
3008 1
< 0.1%
2734 1
< 0.1%
2639 1
< 0.1%
2604 1
< 0.1%
2592 1
< 0.1%

쇼핑_아울렛_이용금액
Real number (ℝ)

Zeros 

Distinct253
Distinct (%)4.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean45.19333333
Minimum0
Maximum910
Zeros5498
Zeros (%)91.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:50.579180image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile508.05
Maximum910
Range910
Interquartile range (IQR)0

Descriptive statistics

Standard deviation151.8769427
Coefficient of variation (CV)3.360605016
Kurtosis8.627809543
Mean45.19333333
Median Absolute Deviation (MAD)0
Skewness3.183591829
Sum271160
Variance23066.60572
MonotonicityNot monotonic
2025-04-09T11:29:50.657382image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5498
91.6%
508 7
 
0.1%
521 7
 
0.1%
543 6
 
0.1%
530 6
 
0.1%
469 5
 
0.1%
516 5
 
0.1%
544 5
 
0.1%
528 5
 
0.1%
557 5
 
0.1%
Other values (243) 451
 
7.5%
ValueCountFrequency (%)
0 5498
91.6%
329 1
 
< 0.1%
363 1
 
< 0.1%
366 1
 
< 0.1%
370 1
 
< 0.1%
ValueCountFrequency (%)
910 1
< 0.1%
864 1
< 0.1%
863 1
< 0.1%
833 1
< 0.1%
814 1
< 0.1%

쇼핑_온라인_이용금액
Real number (ℝ)

Zeros 

Distinct1744
Distinct (%)29.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1612.326667
Minimum0
Maximum76911
Zeros3880
Zeros (%)64.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:50.726082image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3950.75
95-th percentile8549.05
Maximum76911
Range76911
Interquartile range (IQR)950.75

Descriptive statistics

Standard deviation4753.69042
Coefficient of variation (CV)2.948341994
Kurtosis58.39104772
Mean1612.326667
Median Absolute Deviation (MAD)0
Skewness6.356213526
Sum9673960
Variance22597572.61
MonotonicityNot monotonic
2025-04-09T11:29:50.810626image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3880
64.7%
1041 6
 
0.1%
1134 5
 
0.1%
588 4
 
0.1%
1060 4
 
0.1%
611 4
 
0.1%
825 4
 
0.1%
965 4
 
0.1%
348 4
 
0.1%
985 4
 
0.1%
Other values (1734) 2081
34.7%
ValueCountFrequency (%)
0 3880
64.7%
129 1
 
< 0.1%
141 1
 
< 0.1%
151 1
 
< 0.1%
156 2
 
< 0.1%
ValueCountFrequency (%)
76911 1
< 0.1%
67597 1
< 0.1%
66308 1
< 0.1%
65569 1
< 0.1%
60322 1
< 0.1%

쇼핑_기타_이용금액
Real number (ℝ)

Zeros 

Distinct372
Distinct (%)6.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean82.95116667
Minimum0
Maximum791
Zeros4426
Zeros (%)73.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:50.895309image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3195.25
95-th percentile388
Maximum791
Range791
Interquartile range (IQR)195.25

Descriptive statistics

Standard deviation147.0716088
Coefficient of variation (CV)1.772990239
Kurtosis0.989414227
Mean82.95116667
Median Absolute Deviation (MAD)0
Skewness1.489062985
Sum497707
Variance21630.05812
MonotonicityNot monotonic
2025-04-09T11:29:50.963975image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4426
73.8%
275 15
 
0.2%
280 15
 
0.2%
263 15
 
0.2%
258 14
 
0.2%
284 13
 
0.2%
320 13
 
0.2%
267 13
 
0.2%
296 12
 
0.2%
264 12
 
0.2%
Other values (362) 1452
 
24.2%
ValueCountFrequency (%)
0 4426
73.8%
136 1
 
< 0.1%
139 1
 
< 0.1%
143 1
 
< 0.1%
150 1
 
< 0.1%
ValueCountFrequency (%)
791 1
< 0.1%
745 1
< 0.1%
722 1
< 0.1%
692 1
< 0.1%
684 1
< 0.1%

교통_주유이용금액
Real number (ℝ)

Zeros 

Distinct1221
Distinct (%)20.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean625.4131667
Minimum0
Maximum8024
Zeros4241
Zeros (%)70.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:51.057749image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31423.25
95-th percentile2721.05
Maximum8024
Range8024
Interquartile range (IQR)1423.25

Descriptive statistics

Standard deviation1086.961974
Coefficient of variation (CV)1.73799023
Kurtosis3.809507163
Mean625.4131667
Median Absolute Deviation (MAD)0
Skewness1.849721709
Sum3752479
Variance1181486.332
MonotonicityNot monotonic
2025-04-09T11:29:51.126760image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4241
70.7%
1586 5
 
0.1%
1684 5
 
0.1%
1794 5
 
0.1%
1905 5
 
0.1%
1884 5
 
0.1%
1501 5
 
0.1%
1559 4
 
0.1%
2053 4
 
0.1%
1753 4
 
0.1%
Other values (1211) 1717
28.6%
ValueCountFrequency (%)
0 4241
70.7%
933 1
 
< 0.1%
951 1
 
< 0.1%
969 1
 
< 0.1%
977 1
 
< 0.1%
ValueCountFrequency (%)
8024 1
< 0.1%
7758 1
< 0.1%
7179 1
< 0.1%
6793 1
< 0.1%
6690 1
< 0.1%

교통_정비이용금액
Real number (ℝ)

Zeros 

Distinct501
Distinct (%)8.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean97.187
Minimum0
Maximum1218
Zeros4698
Zeros (%)78.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:51.211395image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile533
Maximum1218
Range1218
Interquartile range (IQR)0

Descriptive statistics

Standard deviation197.2501879
Coefficient of variation (CV)2.029594369
Kurtosis2.711113379
Mean97.187
Median Absolute Deviation (MAD)0
Skewness1.897895887
Sum583122
Variance38907.63664
MonotonicityNot monotonic
2025-04-09T11:29:51.296032image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4698
78.3%
431 9
 
0.1%
385 8
 
0.1%
366 8
 
0.1%
315 8
 
0.1%
397 8
 
0.1%
344 8
 
0.1%
424 8
 
0.1%
325 8
 
0.1%
392 7
 
0.1%
Other values (491) 1230
 
20.5%
ValueCountFrequency (%)
0 4698
78.3%
180 1
 
< 0.1%
187 1
 
< 0.1%
190 1
 
< 0.1%
193 1
 
< 0.1%
ValueCountFrequency (%)
1218 1
< 0.1%
1098 1
< 0.1%
1081 1
< 0.1%
1051 1
< 0.1%
1029 1
< 0.1%

교통_버스지하철이용금액
Real number (ℝ)

Zeros 

Distinct869
Distinct (%)14.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean150.4366667
Minimum0
Maximum2008
Zeros4651
Zeros (%)77.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:51.365041image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1001.05
Maximum2008
Range2008
Interquartile range (IQR)0

Descriptive statistics

Standard deviation348.0458791
Coefficient of variation (CV)2.313570799
Kurtosis6.129759109
Mean150.4366667
Median Absolute Deviation (MAD)0
Skewness2.569140487
Sum902620
Variance121135.934
MonotonicityNot monotonic
2025-04-09T11:29:51.443182image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4651
77.5%
208 5
 
0.1%
587 5
 
0.1%
508 5
 
0.1%
512 5
 
0.1%
604 5
 
0.1%
463 5
 
0.1%
750 5
 
0.1%
575 5
 
0.1%
573 5
 
0.1%
Other values (859) 1304
 
21.7%
ValueCountFrequency (%)
0 4651
77.5%
7 1
 
< 0.1%
8 1
 
< 0.1%
9 1
 
< 0.1%
11 1
 
< 0.1%
ValueCountFrequency (%)
2008 1
< 0.1%
1973 1
< 0.1%
1953 1
< 0.1%
1927 1
< 0.1%
1877 1
< 0.1%

교통_택시이용금액
Real number (ℝ)

Zeros 

Distinct293
Distinct (%)4.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean56.50683333
Minimum0
Maximum549
Zeros4710
Zeros (%)78.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:51.527817image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile302
Maximum549
Range549
Interquartile range (IQR)0

Descriptive statistics

Standard deviation112.8664436
Coefficient of variation (CV)1.997394597
Kurtosis1.742433656
Mean56.50683333
Median Absolute Deviation (MAD)0
Skewness1.741231494
Sum339041
Variance12738.83409
MonotonicityNot monotonic
2025-04-09T11:29:51.612454image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4710
78.5%
229 17
 
0.3%
261 17
 
0.3%
224 16
 
0.3%
210 16
 
0.3%
225 16
 
0.3%
204 15
 
0.2%
208 14
 
0.2%
214 14
 
0.2%
230 13
 
0.2%
Other values (283) 1152
 
19.2%
ValueCountFrequency (%)
0 4710
78.5%
123 1
 
< 0.1%
129 1
 
< 0.1%
134 1
 
< 0.1%
139 1
 
< 0.1%
ValueCountFrequency (%)
549 1
< 0.1%
539 1
< 0.1%
534 1
< 0.1%
529 1
< 0.1%
515 1
< 0.1%

교통_철도버스이용금액
Real number (ℝ)

Zeros 

Distinct217
Distinct (%)3.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean43.05583333
Minimum0
Maximum764
Zeros5458
Zeros (%)91.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:51.681466image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile457
Maximum764
Range764
Interquartile range (IQR)0

Descriptive statistics

Standard deviation138.0508628
Coefficient of variation (CV)3.206321934
Kurtosis7.098804287
Mean43.05583333
Median Absolute Deviation (MAD)0
Skewness2.969485987
Sum258335
Variance19058.04072
MonotonicityNot monotonic
2025-04-09T11:29:51.766096image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5458
91.0%
458 8
 
0.1%
435 8
 
0.1%
421 8
 
0.1%
447 8
 
0.1%
470 7
 
0.1%
508 6
 
0.1%
476 6
 
0.1%
489 6
 
0.1%
483 6
 
0.1%
Other values (207) 479
 
8.0%
ValueCountFrequency (%)
0 5458
91.0%
288 1
 
< 0.1%
316 1
 
< 0.1%
323 1
 
< 0.1%
332 1
 
< 0.1%
ValueCountFrequency (%)
764 1
< 0.1%
683 1
< 0.1%
672 1
< 0.1%
644 2
< 0.1%
641 1
< 0.1%

여유_운동이용금액
Real number (ℝ)

Zeros 

Distinct446
Distinct (%)7.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean113.3868333
Minimum0
Maximum2174
Zeros5328
Zeros (%)88.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:51.844225image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile994.1
Maximum2174
Range2174
Interquartile range (IQR)0

Descriptive statistics

Standard deviation329.325569
Coefficient of variation (CV)2.904442777
Kurtosis6.805136868
Mean113.3868333
Median Absolute Deviation (MAD)0
Skewness2.797287188
Sum680321
Variance108455.3304
MonotonicityNot monotonic
2025-04-09T11:29:51.913261image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5328
88.8%
861 5
 
0.1%
889 5
 
0.1%
690 5
 
0.1%
1004 5
 
0.1%
1041 5
 
0.1%
919 5
 
0.1%
893 4
 
0.1%
827 4
 
0.1%
891 4
 
0.1%
Other values (436) 630
 
10.5%
ValueCountFrequency (%)
0 5328
88.8%
568 1
 
< 0.1%
628 2
 
< 0.1%
629 1
 
< 0.1%
630 1
 
< 0.1%
ValueCountFrequency (%)
2174 1
< 0.1%
2150 1
< 0.1%
2040 1
< 0.1%
2016 1
< 0.1%
1966 1
< 0.1%

여유_Pet이용금액
Real number (ℝ)

Zeros 

Distinct56
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.278333333
Minimum0
Maximum551
Zeros5922
Zeros (%)98.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:51.982541image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum551
Range551
Interquartile range (IQR)0

Descriptive statistics

Standard deviation54.84301982
Coefficient of variation (CV)8.735283221
Kurtosis73.39750602
Mean6.278333333
Median Absolute Deviation (MAD)0
Skewness8.662392831
Sum37670
Variance3007.756823
MonotonicityNot monotonic
2025-04-09T11:29:52.067173image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5922
98.7%
473 4
 
0.1%
494 3
 
0.1%
502 3
 
0.1%
452 2
 
< 0.1%
512 2
 
< 0.1%
437 2
 
< 0.1%
487 2
 
< 0.1%
496 2
 
< 0.1%
462 2
 
< 0.1%
Other values (46) 56
 
0.9%
ValueCountFrequency (%)
0 5922
98.7%
364 1
 
< 0.1%
406 1
 
< 0.1%
413 1
 
< 0.1%
420 1
 
< 0.1%
ValueCountFrequency (%)
551 1
< 0.1%
544 1
< 0.1%
536 1
< 0.1%
531 1
< 0.1%
528 1
< 0.1%

여유_공연이용금액
Real number (ℝ)

Zeros 

Distinct84
Distinct (%)1.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.048
Minimum0
Maximum283
Zeros5739
Zeros (%)95.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:52.129781image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum283
Range283
Interquartile range (IQR)0

Descriptive statistics

Standard deviation42.63249095
Coefficient of variation (CV)4.711813765
Kurtosis18.9056136
Mean9.048
Median Absolute Deviation (MAD)0
Skewness4.546380243
Sum54288
Variance1817.529284
MonotonicityNot monotonic
2025-04-09T11:29:52.210344image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5739
95.7%
205 10
 
0.2%
209 8
 
0.1%
208 8
 
0.1%
203 7
 
0.1%
211 6
 
0.1%
226 6
 
0.1%
189 6
 
0.1%
216 6
 
0.1%
217 6
 
0.1%
Other values (74) 198
 
3.3%
ValueCountFrequency (%)
0 5739
95.7%
142 1
 
< 0.1%
153 1
 
< 0.1%
157 1
 
< 0.1%
162 1
 
< 0.1%
ValueCountFrequency (%)
283 1
 
< 0.1%
269 1
 
< 0.1%
268 1
 
< 0.1%
260 1
 
< 0.1%
250 3
0.1%

여유_공원이용금액
Real number (ℝ)

Zeros 

Distinct12
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.579
Minimum0
Maximum254
Zeros5985
Zeros (%)99.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:52.272275image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum254
Range254
Interquartile range (IQR)0

Descriptive statistics

Standard deviation11.57948357
Coefficient of variation (CV)19.99910807
Kurtosis398.9417841
Mean0.579
Median Absolute Deviation (MAD)0
Skewness19.9975328
Sum3474
Variance134.0844397
MonotonicityNot monotonic
2025-04-09T11:29:52.352671image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
0 5985
99.8%
229 2
 
< 0.1%
214 2
 
< 0.1%
240 2
 
< 0.1%
228 2
 
< 0.1%
218 1
 
< 0.1%
227 1
 
< 0.1%
232 1
 
< 0.1%
254 1
 
< 0.1%
238 1
 
< 0.1%
Other values (2) 2
 
< 0.1%
ValueCountFrequency (%)
0 5985
99.8%
214 2
 
< 0.1%
218 1
 
< 0.1%
227 1
 
< 0.1%
228 2
 
< 0.1%
ValueCountFrequency (%)
254 1
< 0.1%
247 1
< 0.1%
240 2
< 0.1%
238 1
< 0.1%
236 1
< 0.1%

여유_숙박이용금액
Real number (ℝ)

Zeros 

Distinct64
Distinct (%)1.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.7775
Minimum0
Maximum940
Zeros5925
Zeros (%)98.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:52.421667image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum940
Range940
Interquartile range (IQR)0

Descriptive statistics

Standard deviation78.44255137
Coefficient of variation (CV)8.936776004
Kurtosis78.61894485
Mean8.7775
Median Absolute Deviation (MAD)0
Skewness8.925373376
Sum52665
Variance6153.233866
MonotonicityNot monotonic
2025-04-09T11:29:52.508811image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5925
98.8%
732 4
 
0.1%
769 3
 
0.1%
618 3
 
0.1%
684 2
 
< 0.1%
718 2
 
< 0.1%
689 2
 
< 0.1%
715 2
 
< 0.1%
624 2
 
< 0.1%
785 1
 
< 0.1%
Other values (54) 54
 
0.9%
ValueCountFrequency (%)
0 5925
98.8%
545 1
 
< 0.1%
564 1
 
< 0.1%
574 1
 
< 0.1%
590 1
 
< 0.1%
ValueCountFrequency (%)
940 1
< 0.1%
868 1
< 0.1%
856 1
< 0.1%
817 1
< 0.1%
814 1
< 0.1%

여유_항공이용금액
Real number (ℝ)

Skewed  Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.986333333
Minimum0
Maximum3394
Zeros5988
Zeros (%)99.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:52.568733image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3394
Range3394
Interquartile range (IQR)0

Descriptive statistics

Standard deviation133.941941
Coefficient of variation (CV)22.37462125
Kurtosis501.8994096
Mean5.986333333
Median Absolute Deviation (MAD)0
Skewness22.40600662
Sum35918
Variance17940.44355
MonotonicityNot monotonic
2025-04-09T11:29:52.622168image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0 5988
99.8%
2917 1
 
< 0.1%
2774 1
 
< 0.1%
2872 1
 
< 0.1%
3168 1
 
< 0.1%
2899 1
 
< 0.1%
3073 1
 
< 0.1%
2969 1
 
< 0.1%
2828 1
 
< 0.1%
3138 1
 
< 0.1%
Other values (3) 3
 
0.1%
ValueCountFrequency (%)
0 5988
99.8%
2774 1
 
< 0.1%
2828 1
 
< 0.1%
2872 1
 
< 0.1%
2899 1
 
< 0.1%
ValueCountFrequency (%)
3394 1
< 0.1%
3168 1
< 0.1%
3138 1
< 0.1%
3073 1
< 0.1%
2977 1
< 0.1%

여유_기타이용금액
Real number (ℝ)

Zeros 

Distinct83
Distinct (%)1.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.219166667
Minimum0
Maximum321
Zeros5782
Zeros (%)96.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:52.700408image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum321
Range321
Interquartile range (IQR)0

Descriptive statistics

Standard deviation42.55761574
Coefficient of variation (CV)5.17785044
Kurtosis23.80625648
Mean8.219166667
Median Absolute Deviation (MAD)0
Skewness5.045294429
Sum49315
Variance1811.150658
MonotonicityNot monotonic
2025-04-09T11:29:52.769426image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5782
96.4%
214 7
 
0.1%
218 7
 
0.1%
228 7
 
0.1%
217 7
 
0.1%
209 7
 
0.1%
234 6
 
0.1%
216 5
 
0.1%
238 5
 
0.1%
208 5
 
0.1%
Other values (73) 162
 
2.7%
ValueCountFrequency (%)
0 5782
96.4%
171 1
 
< 0.1%
180 1
 
< 0.1%
181 1
 
< 0.1%
183 1
 
< 0.1%
ValueCountFrequency (%)
321 1
< 0.1%
300 1
< 0.1%
298 1
< 0.1%
283 1
< 0.1%
280 1
< 0.1%

납부_통신비이용금액
Real number (ℝ)

Zeros 

Distinct1298
Distinct (%)21.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean599.5125
Minimum0
Maximum7169
Zeros4234
Zeros (%)70.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:52.854261image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31206.25
95-th percentile2903.1
Maximum7169
Range7169
Interquartile range (IQR)1206.25

Descriptive statistics

Standard deviation1055.825415
Coefficient of variation (CV)1.761139951
Kurtosis2.841121903
Mean599.5125
Median Absolute Deviation (MAD)0
Skewness1.791519984
Sum3597075
Variance1114767.307
MonotonicityNot monotonic
2025-04-09T11:29:52.922864image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4234
70.6%
1390 5
 
0.1%
1347 4
 
0.1%
1493 4
 
0.1%
1207 4
 
0.1%
2092 4
 
0.1%
1514 4
 
0.1%
1355 4
 
0.1%
1595 4
 
0.1%
1246 4
 
0.1%
Other values (1288) 1729
28.8%
ValueCountFrequency (%)
0 4234
70.6%
521 1
 
< 0.1%
582 1
 
< 0.1%
599 1
 
< 0.1%
608 1
 
< 0.1%
ValueCountFrequency (%)
7169 1
< 0.1%
6665 1
< 0.1%
6540 1
< 0.1%
6215 1
< 0.1%
5941 1
< 0.1%

납부_관리비이용금액
Real number (ℝ)

Zeros 

Distinct146
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean140.7695
Minimum0
Maximum5101
Zeros5821
Zeros (%)97.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:53.000996image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum5101
Range5101
Interquartile range (IQR)0

Descriptive statistics

Standard deviation803.1567835
Coefficient of variation (CV)5.705474435
Kurtosis28.68636614
Mean140.7695
Median Absolute Deviation (MAD)0
Skewness5.536043616
Sum844617
Variance645060.8188
MonotonicityNot monotonic
2025-04-09T11:29:53.085634image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5821
97.0%
4755 4
 
0.1%
4772 3
 
0.1%
4751 3
 
0.1%
4768 3
 
0.1%
4750 3
 
0.1%
4854 3
 
0.1%
4705 2
 
< 0.1%
5005 2
 
< 0.1%
4614 2
 
< 0.1%
Other values (136) 154
 
2.6%
ValueCountFrequency (%)
0 5821
97.0%
4339 1
 
< 0.1%
4358 1
 
< 0.1%
4434 1
 
< 0.1%
4435 1
 
< 0.1%
ValueCountFrequency (%)
5101 1
< 0.1%
5038 1
< 0.1%
5005 2
< 0.1%
4984 1
< 0.1%
4980 1
< 0.1%

납부_가스전기료이용금액
Real number (ℝ)

Zeros 

Distinct85
Distinct (%)1.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.96166667
Minimum0
Maximum779
Zeros5884
Zeros (%)98.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:53.154644image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum779
Range779
Interquartile range (IQR)0

Descriptive statistics

Standard deviation85.61542227
Coefficient of variation (CV)7.157482703
Kurtosis48.83374444
Mean11.96166667
Median Absolute Deviation (MAD)0
Skewness7.090903733
Sum71770
Variance7330.000531
MonotonicityNot monotonic
2025-04-09T11:29:53.239413image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5884
98.1%
596 4
 
0.1%
610 3
 
0.1%
650 3
 
0.1%
623 3
 
0.1%
584 3
 
0.1%
653 2
 
< 0.1%
518 2
 
< 0.1%
545 2
 
< 0.1%
677 2
 
< 0.1%
Other values (75) 92
 
1.5%
ValueCountFrequency (%)
0 5884
98.1%
485 1
 
< 0.1%
494 1
 
< 0.1%
518 2
 
< 0.1%
521 1
 
< 0.1%
ValueCountFrequency (%)
779 1
< 0.1%
759 1
< 0.1%
756 2
< 0.1%
733 1
< 0.1%
720 1
< 0.1%

납부_보험료이용금액
Real number (ℝ)

Zeros 

Distinct495
Distinct (%)8.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean227.6498333
Minimum0
Maximum4053
Zeros5357
Zeros (%)89.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:53.323592image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2093.15
Maximum4053
Range4053
Interquartile range (IQR)0

Descriptive statistics

Standard deviation666.4299946
Coefficient of variation (CV)2.927434582
Kurtosis5.569885205
Mean227.6498333
Median Absolute Deviation (MAD)0
Skewness2.684457052
Sum1365899
Variance444128.9377
MonotonicityNot monotonic
2025-04-09T11:29:53.401724image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5357
89.3%
2096 4
 
0.1%
2019 4
 
0.1%
2054 4
 
0.1%
1987 4
 
0.1%
2109 3
 
0.1%
2043 3
 
0.1%
1957 3
 
0.1%
1946 3
 
0.1%
2191 3
 
0.1%
Other values (485) 612
 
10.2%
ValueCountFrequency (%)
0 5357
89.3%
1169 1
 
< 0.1%
1289 1
 
< 0.1%
1321 1
 
< 0.1%
1370 1
 
< 0.1%
ValueCountFrequency (%)
4053 1
< 0.1%
3341 1
< 0.1%
3290 1
< 0.1%
3236 1
< 0.1%
3184 1
< 0.1%

납부_기타이용금액
Real number (ℝ)

Zeros 

Distinct391
Distinct (%)6.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean33.74983333
Minimum0
Maximum769
Zeros4583
Zeros (%)76.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:53.486360image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile244
Maximum769
Range769
Interquartile range (IQR)0

Descriptive statistics

Standard deviation89.20341431
Coefficient of variation (CV)2.64307718
Kurtosis12.27276834
Mean33.74983333
Median Absolute Deviation (MAD)0
Skewness3.326756523
Sum202499
Variance7957.249125
MonotonicityNot monotonic
2025-04-09T11:29:53.570996image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4583
76.4%
25 28
 
0.5%
22 21
 
0.4%
32 20
 
0.3%
28 20
 
0.3%
36 19
 
0.3%
33 19
 
0.3%
29 19
 
0.3%
26 19
 
0.3%
39 18
 
0.3%
Other values (381) 1234
 
20.6%
ValueCountFrequency (%)
0 4583
76.4%
2 4
 
0.1%
3 4
 
0.1%
4 9
 
0.1%
5 5
 
0.1%
ValueCountFrequency (%)
769 1
< 0.1%
714 1
< 0.1%
689 1
< 0.1%
686 1
< 0.1%
676 1
< 0.1%

_1순위업종
Real number (ℝ)

Zeros 

Distinct10
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.357
Minimum0
Maximum9
Zeros198
Zeros (%)3.3%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:53.640101image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q12
median4
Q34
95-th percentile9
Maximum9
Range9
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.7398544
Coefficient of variation (CV)0.6288396603
Kurtosis-0.698112124
Mean4.357
Median Absolute Deviation (MAD)2
Skewness0.6689633782
Sum26142
Variance7.506802134
MonotonicityNot monotonic
2025-04-09T11:29:53.686955image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
4 2512
41.9%
9 1285
21.4%
2 1130
18.8%
1 476
 
7.9%
3 246
 
4.1%
0 198
 
3.3%
8 71
 
1.2%
6 71
 
1.2%
5 8
 
0.1%
7 3
 
0.1%
ValueCountFrequency (%)
0 198
 
3.3%
1 476
 
7.9%
2 1130
18.8%
3 246
 
4.1%
4 2512
41.9%
ValueCountFrequency (%)
9 1285
21.4%
8 71
 
1.2%
7 3
 
0.1%
6 71
 
1.2%
5 8
 
0.1%

_1순위업종_이용금액
Real number (ℝ)

Zeros 

Distinct3650
Distinct (%)60.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5488.844833
Minimum0
Maximum119605
Zeros1285
Zeros (%)21.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:53.755988image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q126
median2093.5
Q36234.25
95-th percentile22696.15
Maximum119605
Range119605
Interquartile range (IQR)6208.25

Descriptive statistics

Standard deviation9975.033377
Coefficient of variation (CV)1.81732836
Kurtosis25.9999221
Mean5488.844833
Median Absolute Deviation (MAD)2093.5
Skewness4.334485853
Sum32933069
Variance99501290.87
MonotonicityNot monotonic
2025-04-09T11:29:53.840608image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1285
 
21.4%
25 24
 
0.4%
26 17
 
0.3%
22 17
 
0.3%
28 15
 
0.2%
18 14
 
0.2%
27 14
 
0.2%
19 14
 
0.2%
29 13
 
0.2%
23 12
 
0.2%
Other values (3640) 4575
76.2%
ValueCountFrequency (%)
0 1285
21.4%
2 4
 
0.1%
3 4
 
0.1%
4 9
 
0.1%
5 5
 
0.1%
ValueCountFrequency (%)
119605 1
< 0.1%
103328 1
< 0.1%
95080 1
< 0.1%
93984 1
< 0.1%
93644 1
< 0.1%

_2순위업종
Real number (ℝ)

Zeros 

Distinct10
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.207333333
Minimum0
Maximum9
Zeros95
Zeros (%)1.6%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:53.903107image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q13
median4
Q39
95-th percentile9
Maximum9
Range9
Interquartile range (IQR)6

Descriptive statistics

Standard deviation3.171175746
Coefficient of variation (CV)0.608982668
Kurtosis-1.645522293
Mean5.207333333
Median Absolute Deviation (MAD)3
Skewness0.1668231781
Sum31244
Variance10.05635561
MonotonicityNot monotonic
2025-04-09T11:29:53.956553image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
9 2258
37.6%
3 1371
22.9%
4 768
 
12.8%
2 661
 
11.0%
1 561
 
9.3%
6 173
 
2.9%
0 95
 
1.6%
8 77
 
1.3%
5 26
 
0.4%
7 10
 
0.2%
ValueCountFrequency (%)
0 95
 
1.6%
1 561
9.3%
2 661
11.0%
3 1371
22.9%
4 768
12.8%
ValueCountFrequency (%)
9 2258
37.6%
8 77
 
1.3%
7 10
 
0.2%
6 173
 
2.9%
5 26
 
0.4%

_2순위업종_이용금액
Real number (ℝ)

Zeros 

Distinct2747
Distinct (%)45.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2007.181667
Minimum0
Maximum27420
Zeros2258
Zeros (%)37.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:54.025152image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median997
Q32585
95-th percentile8657.55
Maximum27420
Range27420
Interquartile range (IQR)2585

Descriptive statistics

Standard deviation3090.337095
Coefficient of variation (CV)1.539639957
Kurtosis10.06905183
Mean2007.181667
Median Absolute Deviation (MAD)997
Skewness2.803777694
Sum12043090
Variance9550183.363
MonotonicityNot monotonic
2025-04-09T11:29:54.087660image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2258
37.6%
1649 7
 
0.1%
42 6
 
0.1%
904 6
 
0.1%
1413 6
 
0.1%
1665 6
 
0.1%
1068 5
 
0.1%
46 5
 
0.1%
1514 5
 
0.1%
905 5
 
0.1%
Other values (2737) 3691
61.5%
ValueCountFrequency (%)
0 2258
37.6%
6 1
 
< 0.1%
7 1
 
< 0.1%
8 1
 
< 0.1%
13 2
 
< 0.1%
ValueCountFrequency (%)
27420 1
< 0.1%
23018 1
< 0.1%
22967 1
< 0.1%
22173 1
< 0.1%
22086 1
< 0.1%

_3순위업종
Real number (ℝ)

Distinct11
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.273833333
Minimum0
Maximum10
Zeros35
Zeros (%)0.6%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:54.156370image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q13
median7
Q310
95-th percentile10
Maximum10
Range10
Interquartile range (IQR)7

Descriptive statistics

Standard deviation3.81264624
Coefficient of variation (CV)0.6077060128
Kurtosis-1.746508082
Mean6.273833333
Median Absolute Deviation (MAD)3
Skewness-0.2126812782
Sum37643
Variance14.53627135
MonotonicityNot monotonic
2025-04-09T11:29:54.225389image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%)
10 2786
46.4%
1 953
 
15.9%
3 936
 
15.6%
2 409
 
6.8%
4 358
 
6.0%
7 243
 
4.0%
9 116
 
1.9%
5 73
 
1.2%
8 58
 
1.0%
0 35
 
0.6%
ValueCountFrequency (%)
0 35
 
0.6%
1 953
15.9%
2 409
6.8%
3 936
15.6%
4 358
 
6.0%
ValueCountFrequency (%)
10 2786
46.4%
9 116
 
1.9%
8 58
 
1.0%
7 243
 
4.0%
6 33
 
0.5%

_3순위업종_이용금액
Real number (ℝ)

Zeros 

Distinct2245
Distinct (%)37.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1141.736833
Minimum0
Maximum18455
Zeros2786
Zeros (%)46.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:54.288640image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median414
Q31700.25
95-th percentile4268.1
Maximum18455
Range18455
Interquartile range (IQR)1700.25

Descriptive statistics

Standard deviation1795.734932
Coefficient of variation (CV)1.572809845
Kurtosis15.42769346
Mean1141.736833
Median Absolute Deviation (MAD)414
Skewness3.130438428
Sum6850421
Variance3224663.947
MonotonicityNot monotonic
2025-04-09T11:29:54.356761image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2786
46.4%
1087 7
 
0.1%
898 6
 
0.1%
901 6
 
0.1%
341 5
 
0.1%
869 5
 
0.1%
907 5
 
0.1%
1430 5
 
0.1%
916 5
 
0.1%
1742 5
 
0.1%
Other values (2235) 3165
52.8%
ValueCountFrequency (%)
0 2786
46.4%
8 1
 
< 0.1%
12 1
 
< 0.1%
13 1
 
< 0.1%
16 1
 
< 0.1%
ValueCountFrequency (%)
18455 1
< 0.1%
17452 1
< 0.1%
17353 1
< 0.1%
17027 1
< 0.1%
16979 1
< 0.1%

_1순위쇼핑업종
Real number (ℝ)

Zeros 

Distinct9
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.075333333
Minimum0
Maximum8
Zeros1101
Zeros (%)18.4%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:54.425459image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median6
Q38
95-th percentile8
Maximum8
Range8
Interquartile range (IQR)7

Descriptive statistics

Standard deviation3.170856973
Coefficient of variation (CV)0.6247583686
Kurtosis-1.243624197
Mean5.075333333
Median Absolute Deviation (MAD)2
Skewness-0.6536026893
Sum30452
Variance10.05433394
MonotonicityNot monotonic
2025-04-09T11:29:54.487966image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
8 2307
38.5%
6 1564
26.1%
0 1101
18.4%
1 563
 
9.4%
4 245
 
4.1%
7 119
 
2.0%
2 77
 
1.3%
3 19
 
0.3%
5 5
 
0.1%
ValueCountFrequency (%)
0 1101
18.4%
1 563
9.4%
2 77
 
1.3%
3 19
 
0.3%
4 245
 
4.1%
ValueCountFrequency (%)
8 2307
38.5%
7 119
 
2.0%
6 1564
26.1%
5 5
 
0.1%
4 245
 
4.1%

_1순위쇼핑업종_이용금액
Real number (ℝ)

Zeros 

Distinct2338
Distinct (%)39.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1928.029333
Minimum0
Maximum76911
Zeros2307
Zeros (%)38.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:54.557076image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median739
Q31517.25
95-th percentile8549.05
Maximum76911
Range76911
Interquartile range (IQR)1517.25

Descriptive statistics

Standard deviation4688.61507
Coefficient of variation (CV)2.431817291
Kurtosis60.1072662
Mean1928.029333
Median Absolute Deviation (MAD)739
Skewness6.433385321
Sum11568176
Variance21983111.27
MonotonicityNot monotonic
2025-04-09T11:29:54.641710image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2307
38.5%
863 10
 
0.2%
721 9
 
0.1%
747 9
 
0.1%
784 8
 
0.1%
779 8
 
0.1%
839 8
 
0.1%
1134 8
 
0.1%
977 7
 
0.1%
742 7
 
0.1%
Other values (2328) 3619
60.3%
ValueCountFrequency (%)
0 2307
38.5%
139 1
 
< 0.1%
140 1
 
< 0.1%
149 1
 
< 0.1%
150 1
 
< 0.1%
ValueCountFrequency (%)
76911 1
< 0.1%
67597 1
< 0.1%
66308 1
< 0.1%
65569 1
< 0.1%
60322 1
< 0.1%

_2순위쇼핑업종
Real number (ℝ)

Zeros 

Distinct9
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.059
Minimum0
Maximum8
Zeros905
Zeros (%)15.1%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:54.704210image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median7
Q38
95-th percentile8
Maximum8
Range8
Interquartile range (IQR)7

Descriptive statistics

Standard deviation3.273729558
Coefficient of variation (CV)0.6471100134
Kurtosis-1.494481281
Mean5.059
Median Absolute Deviation (MAD)1
Skewness-0.474160023
Sum30354
Variance10.71730522
MonotonicityNot monotonic
2025-04-09T11:29:54.773257image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
8 2860
47.7%
0 905
 
15.1%
4 829
 
13.8%
1 792
 
13.2%
7 278
 
4.6%
6 161
 
2.7%
2 111
 
1.8%
3 44
 
0.7%
5 20
 
0.3%
ValueCountFrequency (%)
0 905
15.1%
1 792
13.2%
2 111
 
1.8%
3 44
 
0.7%
4 829
13.8%
ValueCountFrequency (%)
8 2860
47.7%
7 278
 
4.6%
6 161
 
2.7%
5 20
 
0.3%
4 829
 
13.8%

_2순위쇼핑업종_이용금액
Real number (ℝ)

Zeros 

Distinct1529
Distinct (%)25.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean519.3636667
Minimum0
Maximum5862
Zeros2860
Zeros (%)47.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:54.842321image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median266
Q3856
95-th percentile1875
Maximum5862
Range5862
Interquartile range (IQR)856

Descriptive statistics

Standard deviation683.3397827
Coefficient of variation (CV)1.315725043
Kurtosis5.191263547
Mean519.3636667
Median Absolute Deviation (MAD)266
Skewness1.864502515
Sum3116182
Variance466953.2586
MonotonicityNot monotonic
2025-04-09T11:29:54.926541image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2860
47.7%
735 10
 
0.2%
857 9
 
0.1%
717 8
 
0.1%
685 7
 
0.1%
746 7
 
0.1%
651 7
 
0.1%
871 7
 
0.1%
876 7
 
0.1%
599 7
 
0.1%
Other values (1519) 3071
51.2%
ValueCountFrequency (%)
0 2860
47.7%
96 1
 
< 0.1%
105 1
 
< 0.1%
107 1
 
< 0.1%
112 1
 
< 0.1%
ValueCountFrequency (%)
5862 1
< 0.1%
5509 1
< 0.1%
5320 1
< 0.1%
4766 1
< 0.1%
4664 1
< 0.1%

_3순위쇼핑업종
Real number (ℝ)

Zeros 

Distinct9
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.859666667
Minimum0
Maximum8
Zeros495
Zeros (%)8.2%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:54.989064image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q14
median8
Q38
95-th percentile8
Maximum8
Range8
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.863157843
Coefficient of variation (CV)0.4886212827
Kurtosis-0.6785827302
Mean5.859666667
Median Absolute Deviation (MAD)0
Skewness-0.9350125736
Sum35158
Variance8.197672834
MonotonicityNot monotonic
2025-04-09T11:29:55.042027image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
8 3327
55.5%
4 786
 
13.1%
0 495
 
8.2%
7 412
 
6.9%
1 388
 
6.5%
3 201
 
3.4%
2 190
 
3.2%
6 138
 
2.3%
5 63
 
1.1%
ValueCountFrequency (%)
0 495
8.2%
1 388
6.5%
2 190
 
3.2%
3 201
 
3.4%
4 786
13.1%
ValueCountFrequency (%)
8 3327
55.5%
7 412
 
6.9%
6 138
 
2.3%
5 63
 
1.1%
4 786
 
13.1%

_3순위쇼핑업종_이용금액
Real number (ℝ)

Zeros 

Distinct1279
Distinct (%)21.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean358.5173333
Minimum0
Maximum5483
Zeros3327
Zeros (%)55.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:55.126660image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3629.25
95-th percentile1451.1
Maximum5483
Range5483
Interquartile range (IQR)629.25

Descriptive statistics

Standard deviation544.3462787
Coefficient of variation (CV)1.518326251
Kurtosis6.977185197
Mean358.5173333
Median Absolute Deviation (MAD)0
Skewness2.143802918
Sum2151104
Variance296312.8712
MonotonicityNot monotonic
2025-04-09T11:29:55.189165image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3327
55.5%
675 9
 
0.1%
249 8
 
0.1%
732 8
 
0.1%
801 8
 
0.1%
719 8
 
0.1%
271 8
 
0.1%
263 8
 
0.1%
817 7
 
0.1%
484 7
 
0.1%
Other values (1269) 2602
43.4%
ValueCountFrequency (%)
0 3327
55.5%
73 1
 
< 0.1%
100 1
 
< 0.1%
105 1
 
< 0.1%
122 1
 
< 0.1%
ValueCountFrequency (%)
5483 1
< 0.1%
5074 1
< 0.1%
4533 1
< 0.1%
4179 1
< 0.1%
4009 1
< 0.1%

_1순위교통업종
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.2845
Minimum0
Maximum5
Zeros689
Zeros (%)11.5%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:55.258342image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12
median4
Q35
95-th percentile5
Maximum5
Range5
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.853860625
Coefficient of variation (CV)0.5644270437
Kurtosis-1.327495901
Mean3.2845
Median Absolute Deviation (MAD)1
Skewness-0.4362871107
Sum19707
Variance3.436799217
MonotonicityNot monotonic
2025-04-09T11:29:55.320835image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
5 2944
49.1%
2 1735
28.9%
0 689
 
11.5%
1 295
 
4.9%
4 211
 
3.5%
3 126
 
2.1%
ValueCountFrequency (%)
0 689
 
11.5%
1 295
 
4.9%
2 1735
28.9%
3 126
 
2.1%
4 211
 
3.5%
ValueCountFrequency (%)
5 2944
49.1%
4 211
 
3.5%
3 126
 
2.1%
2 1735
28.9%
1 295
 
4.9%

_1순위교통업종_이용금액
Real number (ℝ)

Zeros 

Distinct1842
Distinct (%)30.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean748.5176667
Minimum0
Maximum8024
Zeros2945
Zeros (%)49.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:55.373915image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median183
Q31461
95-th percentile2721.05
Maximum8024
Range8024
Interquartile range (IQR)1461

Descriptive statistics

Standard deviation1055.335326
Coefficient of variation (CV)1.409900358
Kurtosis3.763552247
Mean748.5176667
Median Absolute Deviation (MAD)183
Skewness1.723804248
Sum4491106
Variance1113732.65
MonotonicityNot monotonic
2025-04-09T11:29:55.458162image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2945
49.1%
225 9
 
0.1%
508 8
 
0.1%
458 7
 
0.1%
215 7
 
0.1%
401 7
 
0.1%
451 7
 
0.1%
464 6
 
0.1%
1586 6
 
0.1%
398 6
 
0.1%
Other values (1832) 2992
49.9%
ValueCountFrequency (%)
0 2945
49.1%
8 1
 
< 0.1%
9 1
 
< 0.1%
12 1
 
< 0.1%
13 1
 
< 0.1%
ValueCountFrequency (%)
8024 1
< 0.1%
7758 1
< 0.1%
7179 1
< 0.1%
6793 1
< 0.1%
6690 1
< 0.1%

_2순위교통업종
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.9935
Minimum0
Maximum5
Zeros478
Zeros (%)8.0%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:55.527169image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q14
median5
Q35
95-th percentile5
Maximum5
Range5
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.73271217
Coefficient of variation (CV)0.4338831026
Kurtosis0.3046441786
Mean3.9935
Median Absolute Deviation (MAD)0
Skewness-1.413204355
Sum23961
Variance3.002291465
MonotonicityNot monotonic
2025-04-09T11:29:55.589693image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
5 4147
69.1%
1 649
 
10.8%
0 478
 
8.0%
4 423
 
7.0%
3 279
 
4.7%
2 24
 
0.4%
ValueCountFrequency (%)
0 478
8.0%
1 649
10.8%
2 24
 
0.4%
3 279
4.7%
4 423
7.0%
ValueCountFrequency (%)
5 4147
69.1%
4 423
 
7.0%
3 279
 
4.7%
2 24
 
0.4%
1 649
 
10.8%

_2순위교통업종_이용금액
Real number (ℝ)

Zeros 

Distinct772
Distinct (%)12.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean151.0475
Minimum0
Maximum1757
Zeros4147
Zeros (%)69.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:55.658488image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3252.25
95-th percentile689.05
Maximum1757
Range1757
Interquartile range (IQR)252.25

Descriptive statistics

Standard deviation277.9572298
Coefficient of variation (CV)1.840197486
Kurtosis5.863471978
Mean151.0475
Median Absolute Deviation (MAD)0
Skewness2.268535454
Sum906285
Variance77260.22161
MonotonicityNot monotonic
2025-04-09T11:29:55.727008image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4147
69.1%
468 9
 
0.1%
398 9
 
0.1%
220 9
 
0.1%
264 8
 
0.1%
443 8
 
0.1%
249 8
 
0.1%
254 8
 
0.1%
437 8
 
0.1%
214 8
 
0.1%
Other values (762) 1778
29.6%
ValueCountFrequency (%)
0 4147
69.1%
13 1
 
< 0.1%
15 1
 
< 0.1%
21 1
 
< 0.1%
24 2
 
< 0.1%
ValueCountFrequency (%)
1757 1
< 0.1%
1755 1
< 0.1%
1721 1
< 0.1%
1713 1
< 0.1%
1653 1
< 0.1%

_3순위교통업종
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.6815
Minimum0
Maximum4
Zeros111
Zeros (%)1.8%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:55.789516image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q14
median4
Q34
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.8672849093
Coefficient of variation (CV)0.2355792229
Kurtosis7.490774987
Mean3.6815
Median Absolute Deviation (MAD)0
Skewness-2.896487577
Sum22089
Variance0.7521831139
MonotonicityNot monotonic
2025-04-09T11:29:55.858527image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
4 5089
84.8%
3 405
 
6.8%
1 272
 
4.5%
2 123
 
2.1%
0 111
 
1.8%
ValueCountFrequency (%)
0 111
 
1.8%
1 272
 
4.5%
2 123
 
2.1%
3 405
 
6.8%
4 5089
84.8%
ValueCountFrequency (%)
4 5089
84.8%
3 405
 
6.8%
2 123
 
2.1%
1 272
 
4.5%
0 111
 
1.8%

_3순위교통업종_이용금액
Real number (ℝ)

Zeros 

Distinct410
Distinct (%)6.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean52.51533333
Minimum0
Maximum774
Zeros5090
Zeros (%)84.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:55.927585image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile400.1
Maximum774
Range774
Interquartile range (IQR)0

Descriptive statistics

Standard deviation134.191649
Coefficient of variation (CV)2.555285104
Kurtosis5.477508039
Mean52.51533333
Median Absolute Deviation (MAD)0
Skewness2.535057448
Sum315092
Variance18007.39866
MonotonicityNot monotonic
2025-04-09T11:29:56.005756image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5090
84.8%
397 7
 
0.1%
299 7
 
0.1%
213 7
 
0.1%
224 7
 
0.1%
230 7
 
0.1%
261 7
 
0.1%
238 7
 
0.1%
288 6
 
0.1%
352 6
 
0.1%
Other values (400) 849
 
14.1%
ValueCountFrequency (%)
0 5090
84.8%
22 1
 
< 0.1%
25 1
 
< 0.1%
42 1
 
< 0.1%
44 2
 
< 0.1%
ValueCountFrequency (%)
774 1
< 0.1%
771 1
< 0.1%
764 1
< 0.1%
734 1
< 0.1%
718 1
< 0.1%

_1순위여유업종
Real number (ℝ)

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.478666667
Minimum0
Maximum7
Zeros58
Zeros (%)1.0%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:56.074976image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile4
Q17
median7
Q37
95-th percentile7
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.347657567
Coefficient of variation (CV)0.2080146482
Kurtosis9.783840126
Mean6.478666667
Median Absolute Deviation (MAD)0
Skewness-3.094224858
Sum38872
Variance1.816180919
MonotonicityNot monotonic
2025-04-09T11:29:56.128363image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
7 4967
82.8%
5 666
 
11.1%
1 154
 
2.6%
4 119
 
2.0%
0 58
 
1.0%
3 23
 
0.4%
6 12
 
0.2%
2 1
 
< 0.1%
ValueCountFrequency (%)
0 58
 
1.0%
1 154
2.6%
2 1
 
< 0.1%
3 23
 
0.4%
4 119
2.0%
ValueCountFrequency (%)
7 4967
82.8%
6 12
 
0.2%
5 666
 
11.1%
4 119
 
2.0%
3 23
 
0.4%

_1순위여유업종_이용금액
Real number (ℝ)

Zeros 

Distinct604
Distinct (%)10.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean135.0748333
Minimum0
Maximum3394
Zeros4967
Zeros (%)82.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:56.206493image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1000.05
Maximum3394
Range3394
Interquartile range (IQR)0

Descriptive statistics

Standard deviation354.2383666
Coefficient of variation (CV)2.622534175
Kurtosis12.37277818
Mean135.0748333
Median Absolute Deviation (MAD)0
Skewness3.142981866
Sum810449
Variance125484.8204
MonotonicityNot monotonic
2025-04-09T11:29:56.275994image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4967
82.8%
208 10
 
0.2%
209 8
 
0.1%
201 8
 
0.1%
216 8
 
0.1%
211 7
 
0.1%
202 7
 
0.1%
213 7
 
0.1%
205 7
 
0.1%
228 6
 
0.1%
Other values (594) 965
 
16.1%
ValueCountFrequency (%)
0 4967
82.8%
153 1
 
< 0.1%
164 1
 
< 0.1%
171 3
 
0.1%
172 1
 
< 0.1%
ValueCountFrequency (%)
3394 1
< 0.1%
3168 1
< 0.1%
3138 1
< 0.1%
3073 1
< 0.1%
2977 1
< 0.1%

_2순위여유업종
Real number (ℝ)

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.872666667
Minimum0
Maximum6
Zeros14
Zeros (%)0.2%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:56.344697image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile6
Q16
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.7105423051
Coefficient of variation (CV)0.1209914244
Kurtosis37.89868951
Mean5.872666667
Median Absolute Deviation (MAD)0
Skewness-6.081232171
Sum35236
Variance0.5048703673
MonotonicityNot monotonic
2025-04-09T11:29:56.407105image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 5781
96.4%
4 72
 
1.2%
1 71
 
1.2%
3 49
 
0.8%
0 14
 
0.2%
2 7
 
0.1%
5 6
 
0.1%
ValueCountFrequency (%)
0 14
 
0.2%
1 71
1.2%
2 7
 
0.1%
3 49
0.8%
4 72
1.2%
ValueCountFrequency (%)
6 5781
96.4%
5 6
 
0.1%
4 72
 
1.2%
3 49
 
0.8%
2 7
 
0.1%

_2순위여유업종_이용금액
Real number (ℝ)

Zeros 

Distinct139
Distinct (%)2.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.763
Minimum0
Maximum1510
Zeros5781
Zeros (%)96.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:56.460288image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1510
Range1510
Interquartile range (IQR)0

Descriptive statistics

Standard deviation86.44306545
Coefficient of variation (CV)6.280830157
Kurtosis85.71940789
Mean13.763
Median Absolute Deviation (MAD)0
Skewness8.459777346
Sum82578
Variance7472.403565
MonotonicityNot monotonic
2025-04-09T11:29:56.545033image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5781
96.4%
203 6
 
0.1%
217 6
 
0.1%
214 5
 
0.1%
228 5
 
0.1%
233 5
 
0.1%
209 4
 
0.1%
225 4
 
0.1%
226 4
 
0.1%
237 3
 
0.1%
Other values (129) 177
 
2.9%
ValueCountFrequency (%)
0 5781
96.4%
142 1
 
< 0.1%
157 1
 
< 0.1%
162 1
 
< 0.1%
166 1
 
< 0.1%
ValueCountFrequency (%)
1510 1
< 0.1%
1338 1
< 0.1%
1275 1
< 0.1%
1170 1
< 0.1%
1169 1
< 0.1%

_3순위여유업종
Real number (ℝ)

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.972666667
Minimum0
Maximum5
Zeros6
Zeros (%)0.1%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:56.607518image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile5
Q15
median5
Q35
95-th percentile5
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3140105985
Coefficient of variation (CV)0.06314732509
Kurtosis167.7083761
Mean4.972666667
Median Absolute Deviation (MAD)0
Skewness-12.73892122
Sum29836
Variance0.098602656
MonotonicityNot monotonic
2025-04-09T11:29:56.660976image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
5 5941
99.0%
1 24
 
0.4%
4 23
 
0.4%
0 6
 
0.1%
3 3
 
0.1%
2 3
 
0.1%
ValueCountFrequency (%)
0 6
 
0.1%
1 24
0.4%
2 3
 
0.1%
3 3
 
0.1%
4 23
0.4%
ValueCountFrequency (%)
5 5941
99.0%
4 23
 
0.4%
3 3
 
0.1%
2 3
 
0.1%
1 24
 
0.4%

_3순위여유업종_이용금액
Real number (ℝ)

Zeros 

Distinct49
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.688333333
Minimum0
Maximum769
Zeros5941
Zeros (%)99.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:56.729674image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum769
Range769
Interquartile range (IQR)0

Descriptive statistics

Standard deviation30.13379396
Coefficient of variation (CV)11.20909881
Kurtosis260.4919945
Mean2.688333333
Median Absolute Deviation (MAD)0
Skewness14.52355042
Sum16130
Variance908.0455381
MonotonicityNot monotonic
2025-04-09T11:29:56.823430image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=49)
ValueCountFrequency (%)
0 5941
99.0%
214 4
 
0.1%
212 3
 
0.1%
227 3
 
0.1%
238 2
 
< 0.1%
195 2
 
< 0.1%
182 2
 
< 0.1%
210 2
 
< 0.1%
202 1
 
< 0.1%
522 1
 
< 0.1%
Other values (39) 39
 
0.7%
ValueCountFrequency (%)
0 5941
99.0%
168 1
 
< 0.1%
175 1
 
< 0.1%
182 2
 
< 0.1%
183 1
 
< 0.1%
ValueCountFrequency (%)
769 1
< 0.1%
723 1
< 0.1%
692 1
< 0.1%
528 1
< 0.1%
522 1
< 0.1%

_1순위납부업종
Real number (ℝ)

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.0115
Minimum0
Maximum5
Zeros20
Zeros (%)0.3%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:56.876913image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q13
median4
Q35
95-th percentile5
Maximum5
Range5
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.223090515
Coefficient of variation (CV)0.3048960527
Kurtosis-0.1805640499
Mean4.0115
Median Absolute Deviation (MAD)1
Skewness-1.008932348
Sum24069
Variance1.495950408
MonotonicityNot monotonic
2025-04-09T11:29:56.945928image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
5 2976
49.6%
4 1424
23.7%
2 889
 
14.8%
3 512
 
8.5%
1 179
 
3.0%
0 20
 
0.3%
ValueCountFrequency (%)
0 20
 
0.3%
1 179
 
3.0%
2 889
14.8%
3 512
 
8.5%
4 1424
23.7%
ValueCountFrequency (%)
5 2976
49.6%
4 1424
23.7%
3 512
 
8.5%
2 889
 
14.8%
1 179
 
3.0%

_1순위납부업종_이용금액
Real number (ℝ)

Zeros 

Distinct1822
Distinct (%)30.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean845.2036667
Minimum0
Maximum7169
Zeros2976
Zeros (%)49.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:57.008449image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median6
Q31695
95-th percentile3574.05
Maximum7169
Range7169
Interquartile range (IQR)1695

Descriptive statistics

Standard deviation1283.09595
Coefficient of variation (CV)1.518090847
Kurtosis1.576738212
Mean845.2036667
Median Absolute Deviation (MAD)6
Skewness1.509470202
Sum5071222
Variance1646335.217
MonotonicityNot monotonic
2025-04-09T11:29:57.093065image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2976
49.6%
25 27
 
0.4%
22 21
 
0.4%
28 20
 
0.3%
26 19
 
0.3%
32 18
 
0.3%
39 18
 
0.3%
29 18
 
0.3%
33 17
 
0.3%
34 17
 
0.3%
Other values (1812) 2849
47.5%
ValueCountFrequency (%)
0 2976
49.6%
2 4
 
0.1%
3 4
 
0.1%
4 9
 
0.1%
5 5
 
0.1%
ValueCountFrequency (%)
7169 1
< 0.1%
6665 1
< 0.1%
6540 1
< 0.1%
6215 1
< 0.1%
5941 1
< 0.1%

_2순위납부업종
Real number (ℝ)

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.686333333
Minimum0
Maximum4
Zeros55
Zeros (%)0.9%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:57.162101image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q14
median4
Q34
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.855415208
Coefficient of variation (CV)0.2320504226
Kurtosis6.437182018
Mean3.686333333
Median Absolute Deviation (MAD)0
Skewness-2.762612505
Sum22118
Variance0.7317351781
MonotonicityNot monotonic
2025-04-09T11:29:57.231088image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
4 5137
85.6%
1 365
 
6.1%
3 319
 
5.3%
2 124
 
2.1%
0 55
 
0.9%
ValueCountFrequency (%)
0 55
 
0.9%
1 365
 
6.1%
2 124
 
2.1%
3 319
 
5.3%
4 5137
85.6%
ValueCountFrequency (%)
4 5137
85.6%
3 319
 
5.3%
2 124
 
2.1%
1 365
 
6.1%
0 55
 
0.9%

_2순위납부업종_이용금액
Real number (ℝ)

Zeros 

Distinct647
Distinct (%)10.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean151.1498333
Minimum0
Maximum4264
Zeros5137
Zeros (%)85.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:57.293615image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1502.2
Maximum4264
Range4264
Interquartile range (IQR)0

Descriptive statistics

Standard deviation502.2424756
Coefficient of variation (CV)3.322811971
Kurtosis15.28518026
Mean151.1498333
Median Absolute Deviation (MAD)0
Skewness3.81731893
Sum906899
Variance252247.5043
MonotonicityNot monotonic
2025-04-09T11:29:57.378245image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5137
85.6%
44 7
 
0.1%
207 6
 
0.1%
48 6
 
0.1%
71 5
 
0.1%
194 5
 
0.1%
209 4
 
0.1%
57 4
 
0.1%
52 4
 
0.1%
128 4
 
0.1%
Other values (637) 818
 
13.6%
ValueCountFrequency (%)
0 5137
85.6%
23 1
 
< 0.1%
25 1
 
< 0.1%
30 1
 
< 0.1%
31 2
 
< 0.1%
ValueCountFrequency (%)
4264 1
< 0.1%
4258 1
< 0.1%
4227 1
< 0.1%
4192 1
< 0.1%
4018 1
< 0.1%

_3순위납부업종
Real number (ℝ)

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.897666667
Minimum0
Maximum4
Zeros34
Zeros (%)0.6%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:29:57.431677image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile4
Q14
median4
Q34
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5560989989
Coefficient of variation (CV)0.1426748479
Kurtosis28.95783926
Mean3.897666667
Median Absolute Deviation (MAD)0
Skewness-5.476547649
Sum23386
Variance0.3092460966
MonotonicityNot monotonic
2025-04-09T11:29:57.498321image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
4 5789
96.5%
1 147
 
2.5%
0 34
 
0.6%
3 23
 
0.4%
2 7
 
0.1%
ValueCountFrequency (%)
0 34
 
0.6%
1 147
 
2.5%
2 7
 
0.1%
3 23
 
0.4%
4 5789
96.5%
ValueCountFrequency (%)
4 5789
96.5%
3 23
 
0.4%
2 7
 
0.1%
1 147
 
2.5%
0 34
 
0.6%

_3순위납부업종_이용금액
Real number (ℝ)

Zeros 

Distinct183
Distinct (%)3.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.8
Minimum0
Maximum2145
Zeros5789
Zeros (%)96.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:57.563009image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2145
Range2145
Interquartile range (IQR)0

Descriptive statistics

Standard deviation121.7103169
Coefficient of variation (CV)7.703184612
Kurtosis140.3760499
Mean15.8
Median Absolute Deviation (MAD)0
Skewness11.0171795
Sum94800
Variance14813.40123
MonotonicityNot monotonic
2025-04-09T11:29:57.647650image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5789
96.5%
123 3
 
0.1%
177 3
 
0.1%
215 2
 
< 0.1%
192 2
 
< 0.1%
555 2
 
< 0.1%
653 2
 
< 0.1%
241 2
 
< 0.1%
60 2
 
< 0.1%
63 2
 
< 0.1%
Other values (173) 191
 
3.2%
ValueCountFrequency (%)
0 5789
96.5%
29 1
 
< 0.1%
33 1
 
< 0.1%
34 1
 
< 0.1%
36 2
 
< 0.1%
ValueCountFrequency (%)
2145 1
< 0.1%
2075 1
< 0.1%
2041 1
< 0.1%
2037 1
< 0.1%
1916 1
< 0.1%

할부건수_3M_R12M
Real number (ℝ)

Zeros 

Distinct34
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.9785
Minimum0
Maximum34
Zeros4477
Zeros (%)74.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:57.710150image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q33
95-th percentile11
Maximum34
Range34
Interquartile range (IQR)3

Descriptive statistics

Standard deviation4.428013735
Coefficient of variation (CV)2.238066078
Kurtosis11.9458917
Mean1.9785
Median Absolute Deviation (MAD)0
Skewness3.150820832
Sum11871
Variance19.60730563
MonotonicityNot monotonic
2025-04-09T11:29:57.779164image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=34)
ValueCountFrequency (%)
0 4477
74.6%
4 414
 
6.9%
3 181
 
3.0%
5 156
 
2.6%
8 128
 
2.1%
7 97
 
1.6%
9 89
 
1.5%
6 89
 
1.5%
10 54
 
0.9%
12 45
 
0.8%
Other values (24) 270
 
4.5%
ValueCountFrequency (%)
0 4477
74.6%
2 2
 
< 0.1%
3 181
 
3.0%
4 414
 
6.9%
5 156
 
2.6%
ValueCountFrequency (%)
34 2
 
< 0.1%
33 2
 
< 0.1%
32 1
 
< 0.1%
31 1
 
< 0.1%
30 5
0.1%

할부건수_6M_R12M
Real number (ℝ)

Zeros 

Distinct14
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.7668333333
Minimum0
Maximum15
Zeros5061
Zeros (%)84.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:57.848405image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile5
Maximum15
Range15
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.955872579
Coefficient of variation (CV)2.550583672
Kurtosis8.074482169
Mean0.7668333333
Median Absolute Deviation (MAD)0
Skewness2.790056552
Sum4601
Variance3.825437545
MonotonicityNot monotonic
2025-04-09T11:29:57.895282image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%)
0 5061
84.4%
4 397
 
6.6%
3 205
 
3.4%
5 88
 
1.5%
7 64
 
1.1%
8 62
 
1.0%
6 53
 
0.9%
9 38
 
0.6%
10 19
 
0.3%
13 5
 
0.1%
Other values (4) 8
 
0.1%
ValueCountFrequency (%)
0 5061
84.4%
3 205
 
3.4%
4 397
 
6.6%
5 88
 
1.5%
6 53
 
0.9%
ValueCountFrequency (%)
15 1
 
< 0.1%
14 2
 
< 0.1%
13 5
0.1%
12 1
 
< 0.1%
11 4
0.1%

할부건수_12M_R12M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.02866666667
Minimum0
Maximum7
Zeros5955
Zeros (%)99.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:57.964310image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3490919646
Coefficient of variation (CV)12.17762667
Kurtosis215.3256039
Mean0.02866666667
Median Absolute Deviation (MAD)0
Skewness13.83236341
Sum172
Variance0.1218651998
MonotonicityNot monotonic
2025-04-09T11:29:58.011185image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5955
99.2%
3 26
 
0.4%
4 13
 
0.2%
7 6
 
0.1%
ValueCountFrequency (%)
0 5955
99.2%
3 26
 
0.4%
4 13
 
0.2%
7 6
 
0.1%
ValueCountFrequency (%)
7 6
 
0.1%
4 13
 
0.2%
3 26
 
0.4%
0 5955
99.2%

할부건수_14M_R12M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0005
Minimum0
Maximum3
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:58.080198image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.03872983346
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.0005
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum3
Variance0.0015
MonotonicityNot monotonic
2025-04-09T11:29:58.133625image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
3 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
3 1
 
< 0.1%
ValueCountFrequency (%)
3 1
 
< 0.1%
0 5999
> 99.9%

할부금액_3M_R12M
Real number (ℝ)

Zeros 

Distinct2024
Distinct (%)33.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3842.109833
Minimum0
Maximum82309
Zeros3832
Zeros (%)63.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:58.211755image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q34370.75
95-th percentile19597.3
Maximum82309
Range82309
Interquartile range (IQR)4370.75

Descriptive statistics

Standard deviation8132.095497
Coefficient of variation (CV)2.116570283
Kurtosis16.24935019
Mean3842.109833
Median Absolute Deviation (MAD)0
Skewness3.500776413
Sum23052659
Variance66130977.18
MonotonicityNot monotonic
2025-04-09T11:29:58.280434image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3832
63.9%
2354 4
 
0.1%
1988 4
 
0.1%
6502 3
 
0.1%
5265 3
 
0.1%
2235 3
 
0.1%
4310 2
 
< 0.1%
2447 2
 
< 0.1%
10378 2
 
< 0.1%
5144 2
 
< 0.1%
Other values (2014) 2143
35.7%
ValueCountFrequency (%)
0 3832
63.9%
1005 1
 
< 0.1%
1030 1
 
< 0.1%
1047 1
 
< 0.1%
1060 1
 
< 0.1%
ValueCountFrequency (%)
82309 1
< 0.1%
75132 1
< 0.1%
74386 1
< 0.1%
73656 1
< 0.1%
69928 1
< 0.1%

할부금액_6M_R12M
Real number (ℝ)

Zeros 

Distinct1469
Distinct (%)24.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2236.412333
Minimum0
Maximum38179
Zeros4420
Zeros (%)73.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:58.349216image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q33015.75
95-th percentile12635.15
Maximum38179
Range38179
Interquartile range (IQR)3015.75

Descriptive statistics

Standard deviation4731.543016
Coefficient of variation (CV)2.115684548
Kurtosis9.461384832
Mean2236.412333
Median Absolute Deviation (MAD)0
Skewness2.798293134
Sum13418474
Variance22387499.31
MonotonicityNot monotonic
2025-04-09T11:29:58.433856image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4420
73.7%
4888 3
 
0.1%
4857 3
 
0.1%
2741 3
 
0.1%
7445 3
 
0.1%
2449 3
 
0.1%
6626 3
 
0.1%
5271 3
 
0.1%
8240 3
 
0.1%
5706 2
 
< 0.1%
Other values (1459) 1554
 
25.9%
ValueCountFrequency (%)
0 4420
73.7%
1877 1
 
< 0.1%
2023 1
 
< 0.1%
2041 1
 
< 0.1%
2054 1
 
< 0.1%
ValueCountFrequency (%)
38179 1
< 0.1%
38050 1
< 0.1%
37636 1
< 0.1%
36751 1
< 0.1%
36012 1
< 0.1%

할부금액_12M_R12M
Real number (ℝ)

Zeros 

Distinct400
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean505.4918333
Minimum0
Maximum22602
Zeros5578
Zeros (%)93.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:58.511987image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3692.25
Maximum22602
Range22602
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2135.989011
Coefficient of variation (CV)4.225565816
Kurtosis28.41499497
Mean505.4918333
Median Absolute Deviation (MAD)0
Skewness5.063574912
Sum3032951
Variance4562449.056
MonotonicityNot monotonic
2025-04-09T11:29:58.587307image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5578
93.0%
3551 2
 
< 0.1%
3681 2
 
< 0.1%
3513 2
 
< 0.1%
7813 2
 
< 0.1%
3839 2
 
< 0.1%
11982 2
 
< 0.1%
8021 2
 
< 0.1%
3841 2
 
< 0.1%
10972 2
 
< 0.1%
Other values (390) 404
 
6.7%
ValueCountFrequency (%)
0 5578
93.0%
2846 1
 
< 0.1%
2992 1
 
< 0.1%
3031 1
 
< 0.1%
3069 1
 
< 0.1%
ValueCountFrequency (%)
22602 1
< 0.1%
22426 1
< 0.1%
22331 1
< 0.1%
21621 1
< 0.1%
18985 1
< 0.1%

할부금액_14M_R12M
Real number (ℝ)

Zeros 

Distinct159
Distinct (%)2.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean129.068
Minimum0
Maximum5571
Zeros5813
Zeros (%)96.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:58.658844image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum5571
Range5571
Interquartile range (IQR)0

Descriptive statistics

Standard deviation722.1050533
Coefficient of variation (CV)5.594764413
Kurtosis28.07280815
Mean129.068
Median Absolute Deviation (MAD)0
Skewness5.458811731
Sum774408
Variance521435.708
MonotonicityNot monotonic
2025-04-09T11:29:58.730765image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5813
96.9%
4092 3
 
0.1%
4176 3
 
0.1%
3565 3
 
0.1%
3568 3
 
0.1%
4141 2
 
< 0.1%
3924 2
 
< 0.1%
3570 2
 
< 0.1%
4101 2
 
< 0.1%
4150 2
 
< 0.1%
Other values (149) 165
 
2.8%
ValueCountFrequency (%)
0 5813
96.9%
3562 1
 
< 0.1%
3563 2
 
< 0.1%
3564 2
 
< 0.1%
3565 3
 
0.1%
ValueCountFrequency (%)
5571 1
< 0.1%
5437 1
< 0.1%
5180 1
< 0.1%
5139 1
< 0.1%
5066 1
< 0.1%

할부건수_유이자_3M_R12M
Real number (ℝ)

Zeros 

Distinct11
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3841666667
Minimum0
Maximum12
Zeros5515
Zeros (%)91.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:58.801948image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.372794012
Coefficient of variation (CV)3.573433437
Kurtosis15.45876468
Mean0.3841666667
Median Absolute Deviation (MAD)0
Skewness3.84011933
Sum2305
Variance1.884563399
MonotonicityNot monotonic
2025-04-09T11:29:58.863075image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%)
0 5515
91.9%
4 243
 
4.0%
5 84
 
1.4%
3 60
 
1.0%
6 28
 
0.5%
7 27
 
0.4%
8 24
 
0.4%
9 10
 
0.2%
10 6
 
0.1%
11 2
 
< 0.1%
ValueCountFrequency (%)
0 5515
91.9%
3 60
 
1.0%
4 243
 
4.0%
5 84
 
1.4%
6 28
 
0.5%
ValueCountFrequency (%)
12 1
 
< 0.1%
11 2
 
< 0.1%
10 6
 
0.1%
9 10
0.2%
8 24
0.4%

할부건수_유이자_6M_R12M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08983333333
Minimum0
Maximum4
Zeros5846
Zeros (%)97.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:58.914380image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5592990626
Coefficient of variation (CV)6.225963591
Kurtosis37.11059154
Mean0.08983333333
Median Absolute Deviation (MAD)0
Skewness6.192138138
Sum539
Variance0.3128154415
MonotonicityNot monotonic
2025-04-09T11:29:58.975690image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5846
97.4%
4 77
 
1.3%
3 77
 
1.3%
ValueCountFrequency (%)
0 5846
97.4%
3 77
 
1.3%
4 77
 
1.3%
ValueCountFrequency (%)
4 77
 
1.3%
3 77
 
1.3%
0 5846
97.4%

할부건수_유이자_12M_R12M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.01316666667
Minimum0
Maximum4
Zeros5980
Zeros (%)99.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:59.036433image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2280394101
Coefficient of variation (CV)17.31944887
Kurtosis298.1071719
Mean0.01316666667
Median Absolute Deviation (MAD)0
Skewness17.30516158
Sum79
Variance0.05200197255
MonotonicityNot monotonic
2025-04-09T11:29:59.105568image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5980
99.7%
4 19
 
0.3%
3 1
 
< 0.1%
ValueCountFrequency (%)
0 5980
99.7%
3 1
 
< 0.1%
4 19
 
0.3%
ValueCountFrequency (%)
4 19
 
0.3%
3 1
 
< 0.1%
0 5980
99.7%

할부건수_유이자_14M_R12M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0005
Minimum0
Maximum3
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:59.158445image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.03872983346
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.0005
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum3
Variance0.0015
MonotonicityNot monotonic
2025-04-09T11:29:59.212449image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
3 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
3 1
 
< 0.1%
ValueCountFrequency (%)
3 1
 
< 0.1%
0 5999
> 99.9%

할부금액_유이자_3M_R12M
Real number (ℝ)

Zeros 

Distinct738
Distinct (%)12.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean974.969
Minimum0
Maximum19767
Zeros5222
Zeros (%)87.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:59.290598image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile7118.55
Maximum19767
Range19767
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2819.745331
Coefficient of variation (CV)2.892138448
Kurtosis11.40197868
Mean974.969
Median Absolute Deviation (MAD)0
Skewness3.281406179
Sum5849814
Variance7950963.73
MonotonicityNot monotonic
2025-04-09T11:29:59.375294image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5222
87.0%
5997 2
 
< 0.1%
5424 2
 
< 0.1%
8952 2
 
< 0.1%
6300 2
 
< 0.1%
4776 2
 
< 0.1%
4522 2
 
< 0.1%
4066 2
 
< 0.1%
6191 2
 
< 0.1%
5772 2
 
< 0.1%
Other values (728) 760
 
12.7%
ValueCountFrequency (%)
0 5222
87.0%
2188 1
 
< 0.1%
2350 1
 
< 0.1%
2364 1
 
< 0.1%
2406 1
 
< 0.1%
ValueCountFrequency (%)
19767 1
< 0.1%
19391 1
< 0.1%
19189 1
< 0.1%
19072 1
< 0.1%
18559 1
< 0.1%

할부금액_유이자_6M_R12M
Real number (ℝ)

Zeros 

Distinct380
Distinct (%)6.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean459.9843333
Minimum0
Maximum10244
Zeros5591
Zeros (%)93.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:59.444307image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile6091.2
Maximum10244
Range10244
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1720.054906
Coefficient of variation (CV)3.739377152
Kurtosis11.16336658
Mean459.9843333
Median Absolute Deviation (MAD)0
Skewness3.568706127
Sum2759906
Variance2958588.881
MonotonicityNot monotonic
2025-04-09T11:29:59.529142image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5591
93.2%
6059 3
 
0.1%
6490 2
 
< 0.1%
6741 2
 
< 0.1%
5971 2
 
< 0.1%
6348 2
 
< 0.1%
6913 2
 
< 0.1%
6954 2
 
< 0.1%
7671 2
 
< 0.1%
5261 2
 
< 0.1%
Other values (370) 390
 
6.5%
ValueCountFrequency (%)
0 5591
93.2%
4658 1
 
< 0.1%
4817 1
 
< 0.1%
4853 1
 
< 0.1%
4952 1
 
< 0.1%
ValueCountFrequency (%)
10244 1
< 0.1%
10236 1
< 0.1%
10225 1
< 0.1%
10141 1
< 0.1%
9796 1
< 0.1%

할부금액_유이자_12M_R12M
Real number (ℝ)

Zeros 

Distinct104
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean197.3456667
Minimum0
Maximum14453
Zeros5894
Zeros (%)98.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:59.598150image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum14453
Range14453
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1476.697727
Coefficient of variation (CV)7.482797833
Kurtosis53.23969882
Mean197.3456667
Median Absolute Deviation (MAD)0
Skewness7.403136873
Sum1184074
Variance2180636.177
MonotonicityNot monotonic
2025-04-09T11:29:59.676281image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5894
98.2%
11574 2
 
< 0.1%
11982 2
 
< 0.1%
10972 2
 
< 0.1%
12139 1
 
< 0.1%
10309 1
 
< 0.1%
11011 1
 
< 0.1%
11316 1
 
< 0.1%
11522 1
 
< 0.1%
10446 1
 
< 0.1%
Other values (94) 94
 
1.6%
ValueCountFrequency (%)
0 5894
98.2%
8897 1
 
< 0.1%
9233 1
 
< 0.1%
9327 1
 
< 0.1%
9574 1
 
< 0.1%
ValueCountFrequency (%)
14453 1
< 0.1%
13278 1
< 0.1%
13275 1
< 0.1%
13168 1
< 0.1%
12870 1
< 0.1%

할부금액_유이자_14M_R12M
Real number (ℝ)

Zeros 

Distinct149
Distinct (%)2.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean118.9628333
Minimum0
Maximum5571
Zeros5830
Zeros (%)97.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:59.760529image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum5571
Range5571
Interquartile range (IQR)0

Descriptive statistics

Standard deviation698.4956052
Coefficient of variation (CV)5.871544798
Kurtosis31.15909485
Mean118.9628333
Median Absolute Deviation (MAD)0
Skewness5.736802094
Sum713777
Variance487896.1105
MonotonicityNot monotonic
2025-04-09T11:29:59.829616image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5830
97.2%
4176 3
 
0.1%
4092 3
 
0.1%
4190 2
 
< 0.1%
4045 2
 
< 0.1%
4074 2
 
< 0.1%
3989 2
 
< 0.1%
4491 2
 
< 0.1%
4117 2
 
< 0.1%
4189 2
 
< 0.1%
Other values (139) 150
 
2.5%
ValueCountFrequency (%)
0 5830
97.2%
3657 1
 
< 0.1%
3749 1
 
< 0.1%
3823 1
 
< 0.1%
3835 1
 
< 0.1%
ValueCountFrequency (%)
5571 1
< 0.1%
5437 1
< 0.1%
5180 1
< 0.1%
5139 1
< 0.1%
5066 1
< 0.1%

할부건수_무이자_3M_R12M
Real number (ℝ)

Zeros 

Distinct31
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.594333333
Minimum0
Maximum31
Zeros4579
Zeros (%)76.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:29:59.898314image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile8
Maximum31
Range31
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3.761355144
Coefficient of variation (CV)2.359202474
Kurtosis16.69337481
Mean1.594333333
Median Absolute Deviation (MAD)0
Skewness3.620292486
Sum9566
Variance14.14779252
MonotonicityNot monotonic
2025-04-09T11:29:59.960925image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=31)
ValueCountFrequency (%)
0 4579
76.3%
4 466
 
7.8%
5 206
 
3.4%
3 190
 
3.2%
6 121
 
2.0%
7 83
 
1.4%
8 71
 
1.2%
9 44
 
0.7%
12 34
 
0.6%
10 31
 
0.5%
Other values (21) 175
 
2.9%
ValueCountFrequency (%)
0 4579
76.3%
2 2
 
< 0.1%
3 190
 
3.2%
4 466
 
7.8%
5 206
 
3.4%
ValueCountFrequency (%)
31 1
 
< 0.1%
30 5
0.1%
29 4
0.1%
28 6
0.1%
27 2
 
< 0.1%

할부건수_무이자_6M_R12M
Real number (ℝ)

Zeros 

Distinct10
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.677
Minimum0
Maximum11
Zeros5095
Zeros (%)84.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:00.029521image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4
Maximum11
Range11
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.717797855
Coefficient of variation (CV)2.537367585
Kurtosis6.769569076
Mean0.677
Median Absolute Deviation (MAD)0
Skewness2.631373425
Sum4062
Variance2.950829472
MonotonicityNot monotonic
2025-04-09T11:30:00.098556image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
0 5095
84.9%
4 438
 
7.3%
3 201
 
3.4%
5 113
 
1.9%
6 55
 
0.9%
8 40
 
0.7%
7 23
 
0.4%
9 21
 
0.4%
10 12
 
0.2%
11 2
 
< 0.1%
ValueCountFrequency (%)
0 5095
84.9%
3 201
 
3.4%
4 438
 
7.3%
5 113
 
1.9%
6 55
 
0.9%
ValueCountFrequency (%)
11 2
 
< 0.1%
10 12
 
0.2%
9 21
0.4%
8 40
0.7%
7 23
0.4%

할부건수_무이자_12M_R12M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0155
Minimum0
Maximum3
Zeros5969
Zeros (%)99.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:00.145447image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2150987244
Coefficient of variation (CV)13.87733706
Kurtosis188.7118036
Mean0.0155
Median Absolute Deviation (MAD)0
Skewness13.80756676
Sum93
Variance0.04626746124
MonotonicityNot monotonic
2025-04-09T11:30:00.214461image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5969
99.5%
3 31
 
0.5%
ValueCountFrequency (%)
0 5969
99.5%
3 31
 
0.5%
ValueCountFrequency (%)
3 31
 
0.5%
0 5969
99.5%

할부금액_무이자_3M_R12M
Real number (ℝ)

Zeros 

Distinct1853
Distinct (%)30.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2867.092333
Minimum0
Maximum82309
Zeros3998
Zeros (%)66.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:00.277074image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32796.25
95-th percentile15223.8
Maximum82309
Range82309
Interquartile range (IQR)2796.25

Descriptive statistics

Standard deviation6882.615399
Coefficient of variation (CV)2.400555894
Kurtosis26.59917023
Mean2867.092333
Median Absolute Deviation (MAD)0
Skewness4.436600292
Sum17202554
Variance47370394.73
MonotonicityNot monotonic
2025-04-09T11:30:00.361380image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3998
66.6%
1988 4
 
0.1%
2354 4
 
0.1%
5265 3
 
0.1%
2708 3
 
0.1%
6922 3
 
0.1%
2235 3
 
0.1%
6659 3
 
0.1%
14204 2
 
< 0.1%
4310 2
 
< 0.1%
Other values (1843) 1975
32.9%
ValueCountFrequency (%)
0 3998
66.6%
930 1
 
< 0.1%
942 1
 
< 0.1%
954 1
 
< 0.1%
976 1
 
< 0.1%
ValueCountFrequency (%)
82309 1
< 0.1%
75132 1
< 0.1%
73656 1
< 0.1%
69928 1
< 0.1%
64611 1
< 0.1%

할부금액_무이자_6M_R12M
Real number (ℝ)

Zeros 

Distinct1340
Distinct (%)22.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1776.4055
Minimum0
Maximum38179
Zeros4552
Zeros (%)75.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:00.430506image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile9381.55
Maximum38179
Range38179
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3999.144773
Coefficient of variation (CV)2.251256694
Kurtosis15.09321498
Mean1776.4055
Median Absolute Deviation (MAD)0
Skewness3.32176029
Sum10658433
Variance15993158.91
MonotonicityNot monotonic
2025-04-09T11:30:00.515395image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4552
75.9%
4857 3
 
0.1%
2741 3
 
0.1%
2449 3
 
0.1%
5271 3
 
0.1%
3347 3
 
0.1%
3638 3
 
0.1%
5965 3
 
0.1%
8240 3
 
0.1%
4888 3
 
0.1%
Other values (1330) 1421
 
23.7%
ValueCountFrequency (%)
0 4552
75.9%
1877 1
 
< 0.1%
2023 1
 
< 0.1%
2041 1
 
< 0.1%
2054 1
 
< 0.1%
ValueCountFrequency (%)
38179 1
< 0.1%
38050 1
< 0.1%
37636 1
< 0.1%
36751 1
< 0.1%
36012 1
< 0.1%

할부금액_무이자_12M_R12M
Real number (ℝ)

Zeros 

Distinct230
Distinct (%)3.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean157.1883333
Minimum0
Maximum4479
Zeros5745
Zeros (%)95.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:00.599531image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum4479
Range4479
Interquartile range (IQR)0

Descriptive statistics

Standard deviation748.6508747
Coefficient of variation (CV)4.762763615
Kurtosis19.2257465
Mean157.1883333
Median Absolute Deviation (MAD)0
Skewness4.587466388
Sum943130
Variance560478.1322
MonotonicityNot monotonic
2025-04-09T11:30:00.662038image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5745
95.8%
3432 2
 
< 0.1%
3513 2
 
< 0.1%
3839 2
 
< 0.1%
3679 2
 
< 0.1%
3775 2
 
< 0.1%
3841 2
 
< 0.1%
3551 2
 
< 0.1%
3474 2
 
< 0.1%
3427 2
 
< 0.1%
Other values (220) 237
 
4.0%
ValueCountFrequency (%)
0 5745
95.8%
2846 1
 
< 0.1%
2992 1
 
< 0.1%
3031 1
 
< 0.1%
3069 1
 
< 0.1%
ValueCountFrequency (%)
4479 1
< 0.1%
4471 1
< 0.1%
4468 1
< 0.1%
4458 1
< 0.1%
4454 1
< 0.1%

할부금액_무이자_14M_R12M
Real number (ℝ)

Zeros 

Distinct11
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.10516667
Minimum0
Maximum3574
Zeros5983
Zeros (%)99.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:00.731239image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3574
Range3574
Interquartile range (IQR)0

Descriptive statistics

Standard deviation189.5897593
Coefficient of variation (CV)18.76166574
Kurtosis348.2361819
Mean10.10516667
Median Absolute Deviation (MAD)0
Skewness18.7114896
Sum60631
Variance35944.27682
MonotonicityNot monotonic
2025-04-09T11:30:00.796343image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%)
0 5983
99.7%
3568 3
 
0.1%
3565 3
 
0.1%
3563 2
 
< 0.1%
3564 2
 
< 0.1%
3570 2
 
< 0.1%
3566 1
 
< 0.1%
3562 1
 
< 0.1%
3569 1
 
< 0.1%
3574 1
 
< 0.1%
ValueCountFrequency (%)
0 5983
99.7%
3562 1
 
< 0.1%
3563 2
 
< 0.1%
3564 2
 
< 0.1%
3565 3
 
0.1%
ValueCountFrequency (%)
3574 1
 
< 0.1%
3570 2
< 0.1%
3569 1
 
< 0.1%
3568 3
0.1%
3567 1
 
< 0.1%

할부금액_부분_12M_R12M
Real number (ℝ)

Zeros 

Distinct105
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean150.9528333
Minimum0
Maximum9293
Zeros5886
Zeros (%)98.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:00.862389image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum9293
Range9293
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1086.294042
Coefficient of variation (CV)7.196248115
Kurtosis48.28094873
Mean150.9528333
Median Absolute Deviation (MAD)0
Skewness7.079057576
Sum905717
Variance1180034.746
MonotonicityNot monotonic
2025-04-09T11:30:00.931500image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5886
98.1%
7922 2
 
< 0.1%
8041 2
 
< 0.1%
8252 2
 
< 0.1%
8362 2
 
< 0.1%
8045 2
 
< 0.1%
7813 2
 
< 0.1%
8021 2
 
< 0.1%
8163 2
 
< 0.1%
7754 2
 
< 0.1%
Other values (95) 96
 
1.6%
ValueCountFrequency (%)
0 5886
98.1%
6897 1
 
< 0.1%
6921 1
 
< 0.1%
7015 1
 
< 0.1%
7042 1
 
< 0.1%
ValueCountFrequency (%)
9293 1
< 0.1%
9102 1
< 0.1%
8951 1
< 0.1%
8813 1
< 0.1%
8618 1
< 0.1%

RP건수_B0M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8235
Minimum0
Maximum6
Zeros3148
Zeros (%)52.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:01.000458image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile3
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.093715587
Coefficient of variation (CV)1.328130646
Kurtosis1.938378974
Mean0.8235
Median Absolute Deviation (MAD)0
Skewness1.455487512
Sum4941
Variance1.196213786
MonotonicityNot monotonic
2025-04-09T11:30:01.062981image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 3148
52.5%
1 1523
25.4%
2 802
 
13.4%
3 359
 
6.0%
4 108
 
1.8%
5 55
 
0.9%
6 5
 
0.1%
ValueCountFrequency (%)
0 3148
52.5%
1 1523
25.4%
2 802
 
13.4%
3 359
 
6.0%
4 108
 
1.8%
ValueCountFrequency (%)
6 5
 
0.1%
5 55
 
0.9%
4 108
 
1.8%
3 359
6.0%
2 802
13.4%

RP금액_B0M
Real number (ℝ)

Zeros 

Distinct1241
Distinct (%)20.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean318.7115
Minimum0
Maximum11869
Zeros3129
Zeros (%)52.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:01.132105image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3360
95-th percentile1347
Maximum11869
Range11869
Interquartile range (IQR)360

Descriptive statistics

Standard deviation841.683777
Coefficient of variation (CV)2.640895534
Kurtosis56.12111208
Mean318.7115
Median Absolute Deviation (MAD)0
Skewness6.386211977
Sum1912269
Variance708431.5805
MonotonicityNot monotonic
2025-04-09T11:30:01.216720image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3129
52.1%
9 48
 
0.8%
7 45
 
0.8%
8 37
 
0.6%
11 36
 
0.6%
6 32
 
0.5%
10 31
 
0.5%
14 26
 
0.4%
3 24
 
0.4%
12 23
 
0.4%
Other values (1231) 2569
42.8%
ValueCountFrequency (%)
0 3129
52.1%
1 2
 
< 0.1%
2 17
 
0.3%
3 24
 
0.4%
4 17
 
0.3%
ValueCountFrequency (%)
11869 1
< 0.1%
11366 1
< 0.1%
11293 1
< 0.1%
10511 1
< 0.1%
10432 1
< 0.1%

RP유형건수_B0M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6645
Minimum0
Maximum3
Zeros3228
Zeros (%)53.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:01.279204image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile2
Maximum3
Range3
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.8414616804
Coefficient of variation (CV)1.266308022
Kurtosis0.3702937254
Mean0.6645
Median Absolute Deviation (MAD)0
Skewness1.099578775
Sum3987
Variance0.7080577596
MonotonicityNot monotonic
2025-04-09T11:30:01.332588image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 3228
53.8%
1 1797
29.9%
2 735
 
12.2%
3 240
 
4.0%
ValueCountFrequency (%)
0 3228
53.8%
1 1797
29.9%
2 735
 
12.2%
3 240
 
4.0%
ValueCountFrequency (%)
3 240
 
4.0%
2 735
 
12.2%
1 1797
29.9%
0 3228
53.8%

RP건수_통신_B0M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3126666667
Minimum0
Maximum2
Zeros4526
Zeros (%)75.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:01.395087image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5907320737
Coefficient of variation (CV)1.889334991
Kurtosis1.850620606
Mean0.3126666667
Median Absolute Deviation (MAD)0
Skewness1.731818025
Sum1876
Variance0.348964383
MonotonicityNot monotonic
2025-04-09T11:30:01.448473image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 4526
75.4%
1 1072
 
17.9%
2 402
 
6.7%
ValueCountFrequency (%)
0 4526
75.4%
1 1072
 
17.9%
2 402
 
6.7%
ValueCountFrequency (%)
2 402
 
6.7%
1 1072
 
17.9%
0 4526
75.4%

RP건수_아파트_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03
Minimum0
Maximum1
Zeros5820
Zeros (%)97.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:01.501878image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1706014385
Coefficient of variation (CV)5.686714616
Kurtosis28.38891291
Mean0.03
Median Absolute Deviation (MAD)0
Skewness5.511755623
Sum180
Variance0.02910485081
MonotonicityNot monotonic
2025-04-09T11:30:01.564498image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5820
97.0%
1 180
 
3.0%
ValueCountFrequency (%)
0 5820
97.0%
1 180
 
3.0%
ValueCountFrequency (%)
1 180
 
3.0%
0 5820
97.0%

RP건수_제휴사서비스직접판매_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1203333333
Minimum0
Maximum1
Zeros5278
Zeros (%)88.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:01.617793image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3253780376
Coefficient of variation (CV)2.703972612
Kurtosis3.450918476
Mean0.1203333333
Median Absolute Deviation (MAD)0
Skewness2.334473877
Sum722
Variance0.1058708674
MonotonicityNot monotonic
2025-04-09T11:30:01.680310image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5278
88.0%
1 722
 
12.0%
ValueCountFrequency (%)
0 5278
88.0%
1 722
 
12.0%
ValueCountFrequency (%)
1 722
 
12.0%
0 5278
88.0%

RP건수_렌탈_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.003833333333
Minimum0
Maximum1
Zeros5977
Zeros (%)99.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:01.733468image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.06180028669
Coefficient of variation (CV)16.12181392
Kurtosis256.0877698
Mean0.003833333333
Median Absolute Deviation (MAD)0
Skewness16.06245334
Sum23
Variance0.003819275435
MonotonicityNot monotonic
2025-04-09T11:30:01.795876image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5977
99.6%
1 23
 
0.4%
ValueCountFrequency (%)
0 5977
99.6%
1 23
 
0.4%
ValueCountFrequency (%)
1 23
 
0.4%
0 5977
99.6%

RP건수_가스_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0065
Minimum0
Maximum1
Zeros5961
Zeros (%)99.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:01.849267image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.08036682444
Coefficient of variation (CV)12.36412684
Kurtosis148.9778154
Mean0.0065
Median Absolute Deviation (MAD)0
Skewness12.2852821
Sum39
Variance0.006458826471
MonotonicityNot monotonic
2025-04-09T11:30:01.902646image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5961
99.4%
1 39
 
0.7%
ValueCountFrequency (%)
0 5961
99.4%
1 39
 
0.7%
ValueCountFrequency (%)
1 39
 
0.7%
0 5961
99.4%

RP건수_전기_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.003166666667
Minimum0
Maximum1
Zeros5981
Zeros (%)99.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:01.965153image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.05618865618
Coefficient of variation (CV)17.74378616
Kurtosis311.0528004
Mean0.003166666667
Median Absolute Deviation (MAD)0
Skewness17.6903679
Sum19
Variance0.003157165083
MonotonicityNot monotonic
2025-04-09T11:30:02.018538image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5981
99.7%
1 19
 
0.3%
ValueCountFrequency (%)
0 5981
99.7%
1 19
 
0.3%
ValueCountFrequency (%)
1 19
 
0.3%
0 5981
99.7%

RP건수_보험_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.008166666667
Minimum0
Maximum1
Zeros5951
Zeros (%)99.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:02.081038image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.0900073466
Coefficient of variation (CV)11.02130775
Kurtosis117.5561539
Mean0.008166666667
Median Absolute Deviation (MAD)0
Skewness10.93238166
Sum49
Variance0.008101322443
MonotonicityNot monotonic
2025-04-09T11:30:02.134426image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5951
99.2%
1 49
 
0.8%
ValueCountFrequency (%)
0 5951
99.2%
1 49
 
0.8%
ValueCountFrequency (%)
1 49
 
0.8%
0 5951
99.2%

RP건수_교통_B0M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3388333333
Minimum0
Maximum3
Zeros4765
Zeros (%)79.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:02.196925image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.7319708116
Coefficient of variation (CV)2.160268013
Kurtosis3.411933821
Mean0.3388333333
Median Absolute Deviation (MAD)0
Skewness2.110825216
Sum2033
Variance0.5357812691
MonotonicityNot monotonic
2025-04-09T11:30:02.250309image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 4765
79.4%
1 574
 
9.6%
2 524
 
8.7%
3 137
 
2.3%
ValueCountFrequency (%)
0 4765
79.4%
1 574
 
9.6%
2 524
 
8.7%
3 137
 
2.3%
ValueCountFrequency (%)
3 137
 
2.3%
2 524
 
8.7%
1 574
 
9.6%
0 4765
79.4%

RP후경과월
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.980166667
Minimum0
Maximum6
Zeros2852
Zeros (%)47.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:02.303688image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median3
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)6

Descriptive statistics

Standard deviation2.93414522
Coefficient of variation (CV)0.9845574253
Kurtosis-1.963323522
Mean2.980166667
Median Absolute Deviation (MAD)3
Skewness0.01324209742
Sum17881
Variance8.609208174
MonotonicityNot monotonic
2025-04-09T11:30:02.366193image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 2852
47.5%
6 2813
46.9%
4 69
 
1.1%
1 67
 
1.1%
2 67
 
1.1%
3 67
 
1.1%
5 65
 
1.1%
ValueCountFrequency (%)
0 2852
47.5%
1 67
 
1.1%
2 67
 
1.1%
3 67
 
1.1%
4 69
 
1.1%
ValueCountFrequency (%)
6 2813
46.9%
5 65
 
1.1%
4 69
 
1.1%
3 67
 
1.1%
2 67
 
1.1%

RP후경과월_통신
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.517
Minimum0
Maximum6
Zeros1474
Zeros (%)24.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:02.419616image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q16
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.585889687
Coefficient of variation (CV)0.5724794524
Kurtosis-0.6252697423
Mean4.517
Median Absolute Deviation (MAD)0
Skewness-1.171788528
Sum27102
Variance6.686825471
MonotonicityNot monotonic
2025-04-09T11:30:02.469552image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 4513
75.2%
0 1474
 
24.6%
1 8
 
0.1%
2 2
 
< 0.1%
3 1
 
< 0.1%
4 1
 
< 0.1%
5 1
 
< 0.1%
ValueCountFrequency (%)
0 1474
24.6%
1 8
 
0.1%
2 2
 
< 0.1%
3 1
 
< 0.1%
4 1
 
< 0.1%
ValueCountFrequency (%)
6 4513
75.2%
5 1
 
< 0.1%
4 1
 
< 0.1%
3 1
 
< 0.1%
2 2
 
< 0.1%

RP후경과월_아파트
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.82
Minimum0
Maximum6
Zeros180
Zeros (%)3.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:02.535553image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile6
Q16
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.023608631
Coefficient of variation (CV)0.1758777716
Kurtosis28.38891291
Mean5.82
Median Absolute Deviation (MAD)0
Skewness-5.511755623
Sum34920
Variance1.047774629
MonotonicityNot monotonic
2025-04-09T11:30:02.582451image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
6 5820
97.0%
0 180
 
3.0%
ValueCountFrequency (%)
0 180
 
3.0%
6 5820
97.0%
ValueCountFrequency (%)
6 5820
97.0%
0 180
 
3.0%

RP후경과월_제휴사서비스직접판매
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.273166667
Minimum0
Maximum6
Zeros722
Zeros (%)12.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:02.635852image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q16
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.955125842
Coefficient of variation (CV)0.3707688313
Kurtosis3.401193491
Mean5.273166667
Median Absolute Deviation (MAD)0
Skewness-2.322596013
Sum31639
Variance3.822517058
MonotonicityNot monotonic
2025-04-09T11:30:02.698372image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 5269
87.8%
0 722
 
12.0%
1 2
 
< 0.1%
2 2
 
< 0.1%
3 2
 
< 0.1%
4 2
 
< 0.1%
5 1
 
< 0.1%
ValueCountFrequency (%)
0 722
12.0%
1 2
 
< 0.1%
2 2
 
< 0.1%
3 2
 
< 0.1%
4 2
 
< 0.1%
ValueCountFrequency (%)
6 5269
87.8%
5 1
 
< 0.1%
4 2
 
< 0.1%
3 2
 
< 0.1%
2 2
 
< 0.1%

RP후경과월_렌탈
Real number (ℝ)

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.948
Minimum0
Maximum6
Zeros23
Zeros (%)0.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:02.751890image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile6
Q16
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5056401342
Coefficient of variation (CV)0.08501010999
Kurtosis105.8640266
Mean5.948
Median Absolute Deviation (MAD)0
Skewness-10.20003787
Sum35688
Variance0.2556719453
MonotonicityNot monotonic
2025-04-09T11:30:03.723513image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 5930
98.8%
0 23
 
0.4%
1 17
 
0.3%
2 12
 
0.2%
3 9
 
0.1%
4 5
 
0.1%
5 4
 
0.1%
ValueCountFrequency (%)
0 23
0.4%
1 17
0.3%
2 12
0.2%
3 9
 
0.1%
4 5
 
0.1%
ValueCountFrequency (%)
6 5930
98.8%
5 4
 
0.1%
4 5
 
0.1%
3 9
 
0.1%
2 12
 
0.2%

RP후경과월_가스
Real number (ℝ)

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.949
Minimum0
Maximum6
Zeros39
Zeros (%)0.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:03.786015image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile6
Q16
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5323966952
Coefficient of variation (CV)0.08949347709
Kurtosis111.4446898
Mean5.949
Median Absolute Deviation (MAD)0
Skewness-10.57815486
Sum35694
Variance0.283446241
MonotonicityNot monotonic
2025-04-09T11:30:03.839024image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 5943
99.1%
0 39
 
0.7%
1 8
 
0.1%
2 5
 
0.1%
3 3
 
0.1%
4 1
 
< 0.1%
5 1
 
< 0.1%
ValueCountFrequency (%)
0 39
0.7%
1 8
 
0.1%
2 5
 
0.1%
3 3
 
0.1%
4 1
 
< 0.1%
ValueCountFrequency (%)
6 5943
99.1%
5 1
 
< 0.1%
4 1
 
< 0.1%
3 3
 
0.1%
2 5
 
0.1%

RP후경과월_전기
Real number (ℝ)

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.971833333
Minimum0
Maximum6
Zeros19
Zeros (%)0.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:03.908031image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile6
Q16
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.390809537
Coefficient of variation (CV)0.06544213732
Kurtosis204.4282978
Mean5.971833333
Median Absolute Deviation (MAD)0
Skewness-14.23483608
Sum35831
Variance0.1527320942
MonotonicityNot monotonic
2025-04-09T11:30:03.954913image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 5967
99.5%
0 19
 
0.3%
1 6
 
0.1%
2 4
 
0.1%
3 2
 
< 0.1%
4 1
 
< 0.1%
5 1
 
< 0.1%
ValueCountFrequency (%)
0 19
0.3%
1 6
 
0.1%
2 4
 
0.1%
3 2
 
< 0.1%
4 1
 
< 0.1%
ValueCountFrequency (%)
6 5967
99.5%
5 1
 
< 0.1%
4 1
 
< 0.1%
3 2
 
< 0.1%
2 4
 
0.1%

RP후경과월_보험
Real number (ℝ)

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.935833333
Minimum0
Maximum6
Zeros49
Zeros (%)0.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:04.023927image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile6
Q16
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5975858296
Coefficient of variation (CV)0.1006742939
Kurtosis87.32950226
Mean5.935833333
Median Absolute Deviation (MAD)0
Skewness-9.391483866
Sum35615
Variance0.3571088237
MonotonicityNot monotonic
2025-04-09T11:30:04.086463image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 5929
98.8%
0 49
 
0.8%
1 11
 
0.2%
2 6
 
0.1%
3 3
 
0.1%
4 1
 
< 0.1%
5 1
 
< 0.1%
ValueCountFrequency (%)
0 49
0.8%
1 11
 
0.2%
2 6
 
0.1%
3 3
 
0.1%
4 1
 
< 0.1%
ValueCountFrequency (%)
6 5929
98.8%
5 1
 
< 0.1%
4 1
 
< 0.1%
3 3
 
0.1%
2 6
 
0.1%

RP후경과월_학습비
Real number (ℝ)

Skewed 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.9975
Minimum1
Maximum6
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:04.139920image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile6
Q16
median6
Q36
95-th percentile6
Maximum6
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.09571804249
Coefficient of variation (CV)0.01595965694
Kurtosis1938.620159
Mean5.9975
Median Absolute Deviation (MAD)0
Skewness-42.70418574
Sum35985
Variance0.009161943657
MonotonicityNot monotonic
2025-04-09T11:30:04.208513image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
6 5995
99.9%
1 1
 
< 0.1%
2 1
 
< 0.1%
3 1
 
< 0.1%
4 1
 
< 0.1%
5 1
 
< 0.1%
ValueCountFrequency (%)
1 1
< 0.1%
2 1
< 0.1%
3 1
< 0.1%
4 1
< 0.1%
5 1
< 0.1%
ValueCountFrequency (%)
6 5995
99.9%
5 1
 
< 0.1%
4 1
 
< 0.1%
3 1
 
< 0.1%
2 1
 
< 0.1%

RP후경과월_교통
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.512
Minimum0
Maximum6
Zeros1235
Zeros (%)20.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:04.255492image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q13
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.468779417
Coefficient of variation (CV)0.5471585588
Kurtosis-0.5271156158
Mean4.512
Median Absolute Deviation (MAD)0
Skewness-1.167361321
Sum27072
Variance6.094871812
MonotonicityNot monotonic
2025-04-09T11:30:04.324409image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 4236
70.6%
0 1235
 
20.6%
4 117
 
1.9%
5 116
 
1.9%
3 106
 
1.8%
2 100
 
1.7%
1 90
 
1.5%
ValueCountFrequency (%)
0 1235
20.6%
1 90
 
1.5%
2 100
 
1.7%
3 106
 
1.8%
4 117
 
1.9%
ValueCountFrequency (%)
6 4236
70.6%
5 116
 
1.9%
4 117
 
1.9%
3 106
 
1.8%
2 100
 
1.7%

증감_RP건수_전월
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0165
Minimum-2
Maximum2
Zeros5556
Zeros (%)92.6%
Negative176
Negative (%)2.9%
Memory size47.0 KiB
2025-04-09T11:30:04.371284image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2867777134
Coefficient of variation (CV)17.38046748
Kurtosis14.03335186
Mean0.0165
Median Absolute Deviation (MAD)0
Skewness0.8240380186
Sum99
Variance0.08224145691
MonotonicityNot monotonic
2025-04-09T11:30:04.440369image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 5556
92.6%
1 256
 
4.3%
-1 171
 
2.9%
2 12
 
0.2%
-2 5
 
0.1%
ValueCountFrequency (%)
-2 5
 
0.1%
-1 171
 
2.9%
0 5556
92.6%
1 256
 
4.3%
2 12
 
0.2%
ValueCountFrequency (%)
2 12
 
0.2%
1 256
 
4.3%
0 5556
92.6%
-1 171
 
2.9%
-2 5
 
0.1%

증감_RP유형건수_전월
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.007166666667
Minimum-1
Maximum1
Zeros5901
Zeros (%)98.4%
Negative28
Negative (%)0.5%
Memory size47.0 KiB
2025-04-09T11:30:04.487269image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1282629361
Coefficient of variation (CV)17.89715388
Kurtosis57.29329872
Mean0.007166666667
Median Absolute Deviation (MAD)0
Skewness3.230203655
Sum43
Variance0.01645138079
MonotonicityNot monotonic
2025-04-09T11:30:04.556422image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5901
98.4%
1 71
 
1.2%
-1 28
 
0.5%
ValueCountFrequency (%)
-1 28
 
0.5%
0 5901
98.4%
1 71
 
1.2%
ValueCountFrequency (%)
1 71
 
1.2%
0 5901
98.4%
-1 28
 
0.5%

증감_RP건수_통신_전월
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.001
Minimum-2
Maximum2
Zeros5943
Zeros (%)99.1%
Negative31
Negative (%)0.5%
Memory size47.0 KiB
2025-04-09T11:30:04.609742image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1095490765
Coefficient of variation (CV)-109.5490765
Kurtosis149.8740449
Mean-0.001
Median Absolute Deviation (MAD)0
Skewness-1.494627403
Sum-6
Variance0.01200100017
MonotonicityNot monotonic
2025-04-09T11:30:04.672363image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 5943
99.1%
-1 28
 
0.5%
1 24
 
0.4%
-2 3
 
0.1%
2 2
 
< 0.1%
ValueCountFrequency (%)
-2 3
 
0.1%
-1 28
 
0.5%
0 5943
99.1%
1 24
 
0.4%
2 2
 
< 0.1%
ValueCountFrequency (%)
2 2
 
< 0.1%
1 24
 
0.4%
0 5943
99.1%
-1 28
 
0.5%
-2 3
 
0.1%

증감_RP건수_제휴사서비스직접판매_전월
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.0001666666667
Minimum-1
Maximum1
Zeros5997
Zeros (%)> 99.9%
Negative2
Negative (%)< 0.1%
Memory size47.0 KiB
2025-04-09T11:30:04.741364image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.02236192221
Coefficient of variation (CV)-134.1715332
Kurtosis1998.444062
Mean-0.0001666666667
Median Absolute Deviation (MAD)0
Skewness-14.88972317
Sum-1
Variance0.0005000555648
MonotonicityNot monotonic
2025-04-09T11:30:04.810369image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5997
> 99.9%
-1 2
 
< 0.1%
1 1
 
< 0.1%
ValueCountFrequency (%)
-1 2
 
< 0.1%
0 5997
> 99.9%
1 1
 
< 0.1%
ValueCountFrequency (%)
1 1
 
< 0.1%
0 5997
> 99.9%
-1 2
 
< 0.1%

증감_RP건수_렌탈_전월
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0015
Minimum-1
Maximum1
Zeros5977
Zeros (%)99.6%
Negative7
Negative (%)0.1%
Memory size47.0 KiB
2025-04-09T11:30:04.872876image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.0619009043
Coefficient of variation (CV)41.26726954
Kurtosis257.7821703
Mean0.0015
Median Absolute Deviation (MAD)0
Skewness6.254550541
Sum9
Variance0.003831721954
MonotonicityNot monotonic
2025-04-09T11:30:04.941906image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5977
99.6%
1 16
 
0.3%
-1 7
 
0.1%
ValueCountFrequency (%)
-1 7
 
0.1%
0 5977
99.6%
1 16
 
0.3%
ValueCountFrequency (%)
1 16
 
0.3%
0 5977
99.6%
-1 7
 
0.1%

증감_RP건수_가스_전월
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0003333333333
Minimum-1
Maximum1
Zeros5986
Zeros (%)99.8%
Negative6
Negative (%)0.1%
Memory size47.0 KiB
2025-04-09T11:30:05.010939image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.04830746482
Coefficient of variation (CV)144.9223945
Kurtosis425.8867157
Mean0.0003333333333
Median Absolute Deviation (MAD)0
Skewness2.937666762
Sum2
Variance0.002333611157
MonotonicityNot monotonic
2025-04-09T11:30:05.073446image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5986
99.8%
1 8
 
0.1%
-1 6
 
0.1%
ValueCountFrequency (%)
-1 6
 
0.1%
0 5986
99.8%
1 8
 
0.1%
ValueCountFrequency (%)
1 8
 
0.1%
0 5986
99.8%
-1 6
 
0.1%

증감_RP건수_전기_전월
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0003333333333
Minimum-1
Maximum1
Zeros5992
Zeros (%)99.9%
Negative3
Negative (%)< 0.1%
Memory size47.0 KiB
2025-04-09T11:30:05.127040image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.03651635884
Coefficient of variation (CV)109.5490765
Kurtosis747.4992446
Mean0.0003333333333
Median Absolute Deviation (MAD)0
Skewness6.821705389
Sum2
Variance0.001333444463
MonotonicityNot monotonic
2025-04-09T11:30:05.189530image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5992
99.9%
1 5
 
0.1%
-1 3
 
0.1%
ValueCountFrequency (%)
-1 3
 
0.1%
0 5992
99.9%
1 5
 
0.1%
ValueCountFrequency (%)
1 5
 
0.1%
0 5992
99.9%
-1 3
 
0.1%

증감_RP건수_보험_전월
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0003333333333
Minimum-1
Maximum1
Zeros5984
Zeros (%)99.7%
Negative7
Negative (%)0.1%
Memory size47.0 KiB
2025-04-09T11:30:05.258458image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.05164300587
Coefficient of variation (CV)154.9290176
Kurtosis372.2801577
Mean0.0003333333333
Median Absolute Deviation (MAD)0
Skewness2.40200084
Sum2
Variance0.002667000056
MonotonicityNot monotonic
2025-04-09T11:30:05.327500image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5984
99.7%
1 9
 
0.1%
-1 7
 
0.1%
ValueCountFrequency (%)
-1 7
 
0.1%
0 5984
99.7%
1 9
 
0.1%
ValueCountFrequency (%)
1 9
 
0.1%
0 5984
99.7%
-1 7
 
0.1%

증감_RP건수_교통_전월
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.01733333333
Minimum-1
Maximum2
Zeros5672
Zeros (%)94.5%
Negative115
Negative (%)1.9%
Memory size47.0 KiB
2025-04-09T11:30:05.390000image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2395324296
Coefficient of variation (CV)13.81917863
Kurtosis17.72527383
Mean0.01733333333
Median Absolute Deviation (MAD)0
Skewness1.481097553
Sum104
Variance0.05737578485
MonotonicityNot monotonic
2025-04-09T11:30:05.459009image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5672
94.5%
1 207
 
3.5%
-1 115
 
1.9%
2 6
 
0.1%
ValueCountFrequency (%)
-1 115
 
1.9%
0 5672
94.5%
1 207
 
3.5%
2 6
 
0.1%
ValueCountFrequency (%)
2 6
 
0.1%
1 207
 
3.5%
0 5672
94.5%
-1 115
 
1.9%

최초카드론이용경과월
Real number (ℝ)

Distinct184
Distinct (%)3.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean826.1656667
Minimum5
Maximum999
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:05.528023image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum5
5-th percentile32
Q1999
median999
Q3999
95-th percentile999
Maximum999
Range994
Interquartile range (IQR)0

Descriptive statistics

Standard deviation364.5342925
Coefficient of variation (CV)0.4412363128
Kurtosis0.7119514056
Mean826.1656667
Median Absolute Deviation (MAD)0
Skewness-1.641963326
Sum4956994
Variance132885.2504
MonotonicityNot monotonic
2025-04-09T11:30:05.612656image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
999 4896
81.6%
35 25
 
0.4%
45 24
 
0.4%
50 23
 
0.4%
49 22
 
0.4%
40 22
 
0.4%
47 22
 
0.4%
29 22
 
0.4%
37 21
 
0.4%
22 20
 
0.3%
Other values (174) 903
 
15.0%
ValueCountFrequency (%)
5 6
0.1%
6 3
0.1%
7 1
 
< 0.1%
8 2
 
< 0.1%
9 7
0.1%
ValueCountFrequency (%)
999 4896
81.6%
344 1
 
< 0.1%
342 1
 
< 0.1%
338 1
 
< 0.1%
292 1
 
< 0.1%

최종카드론이용경과월
Real number (ℝ)

Distinct60
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean831.622
Minimum1
Maximum999
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:05.690788image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile12
Q1999
median999
Q3999
95-th percentile999
Maximum999
Range998
Interquartile range (IQR)0

Descriptive statistics

Standard deviation367.3260457
Coefficient of variation (CV)0.4416983265
Kurtosis1.029901823
Mean831.622
Median Absolute Deviation (MAD)0
Skewness-1.739946427
Sum4989732
Variance134928.4239
MonotonicityNot monotonic
2025-04-09T11:30:05.775421image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
999 4968
82.8%
38 38
 
0.6%
39 35
 
0.6%
37 35
 
0.6%
40 34
 
0.6%
8 33
 
0.5%
12 33
 
0.5%
10 33
 
0.5%
41 33
 
0.5%
42 32
 
0.5%
Other values (50) 726
 
12.1%
ValueCountFrequency (%)
1 11
 
0.2%
2 18
0.3%
3 23
0.4%
4 26
0.4%
5 29
0.5%
ValueCountFrequency (%)
999 4968
82.8%
59 1
 
< 0.1%
58 1
 
< 0.1%
57 1
 
< 0.1%
56 1
 
< 0.1%

카드론이용건수_누적
Real number (ℝ)

Zeros 

Distinct14
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.731
Minimum0
Maximum13
Zeros4986
Zeros (%)83.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:05.844434image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile6
Maximum13
Range13
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.045320567
Coefficient of variation (CV)2.797976152
Kurtosis11.90683515
Mean0.731
Median Absolute Deviation (MAD)0
Skewness3.388669593
Sum4386
Variance4.183336223
MonotonicityNot monotonic
2025-04-09T11:30:05.913439image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%)
0 4986
83.1%
2 204
 
3.4%
3 162
 
2.7%
1 156
 
2.6%
4 132
 
2.2%
6 84
 
1.4%
7 66
 
1.1%
5 54
 
0.9%
9 36
 
0.6%
10 36
 
0.6%
Other values (4) 84
 
1.4%
ValueCountFrequency (%)
0 4986
83.1%
1 156
 
2.6%
2 204
 
3.4%
3 162
 
2.7%
4 132
 
2.2%
ValueCountFrequency (%)
13 6
 
0.1%
12 24
0.4%
11 30
0.5%
10 36
0.6%
9 36
0.6%

카드론이용월수_누적
Real number (ℝ)

Zeros 

Distinct12
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.642
Minimum0
Maximum11
Zeros4962
Zeros (%)82.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:05.975945image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile5
Maximum11
Range11
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.746523516
Coefficient of variation (CV)2.720441613
Kurtosis10.92238807
Mean0.642
Median Absolute Deviation (MAD)0
Skewness3.254074045
Sum3852
Variance3.050344391
MonotonicityNot monotonic
2025-04-09T11:30:06.029375image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
0 4962
82.7%
2 216
 
3.6%
1 204
 
3.4%
3 186
 
3.1%
5 114
 
1.9%
4 102
 
1.7%
6 66
 
1.1%
8 60
 
1.0%
10 30
 
0.5%
9 30
 
0.5%
Other values (2) 30
 
0.5%
ValueCountFrequency (%)
0 4962
82.7%
1 204
 
3.4%
2 216
 
3.6%
3 186
 
3.1%
4 102
 
1.7%
ValueCountFrequency (%)
11 6
 
0.1%
10 30
0.5%
9 30
0.5%
8 60
1.0%
7 24
 
0.4%

카드론이용금액_누적
Real number (ℝ)

Zeros 

Distinct185
Distinct (%)3.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean26817.551
Minimum0
Maximum1089291
Zeros4896
Zeros (%)81.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:06.107498image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile145272.8
Maximum1089291
Range1089291
Interquartile range (IQR)0

Descriptive statistics

Standard deviation84940.10478
Coefficient of variation (CV)3.167332646
Kurtosis42.781244
Mean26817.551
Median Absolute Deviation (MAD)0
Skewness5.597292025
Sum160905306
Variance7214821400
MonotonicityNot monotonic
2025-04-09T11:30:06.192133image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4896
81.6%
250027 6
 
0.1%
93942 6
 
0.1%
147995 6
 
0.1%
80638 6
 
0.1%
57157 6
 
0.1%
49625 6
 
0.1%
115477 6
 
0.1%
24609 6
 
0.1%
256797 6
 
0.1%
Other values (175) 1050
 
17.5%
ValueCountFrequency (%)
0 4896
81.6%
24609 6
 
0.1%
27540 6
 
0.1%
29136 6
 
0.1%
32816 6
 
0.1%
ValueCountFrequency (%)
1089291 6
0.1%
690815 6
0.1%
675588 6
0.1%
627608 6
0.1%
584560 6
0.1%

최종카드론_금융상환방식코드
Real number (ℝ)

Missing 

Distinct3
Distinct (%)0.3%
Missing4896
Missing (%)81.6%
Infinite0
Infinite (%)0.0%
Mean2.838768116
Minimum2
Maximum5
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:06.245519image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum2
5-th percentile2
Q12
median2
Q35
95-th percentile5
Maximum5
Range3
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.339578398
Coefficient of variation (CV)0.4718872214
Kurtosis-1.014030319
Mean2.838768116
Median Absolute Deviation (MAD)0
Skewness0.9876753274
Sum3134
Variance1.794470285
MonotonicityNot monotonic
2025-04-09T11:30:06.308020image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
2 788
 
13.1%
5 305
 
5.1%
3 11
 
0.2%
(Missing) 4896
81.6%
ValueCountFrequency (%)
2 788
13.1%
3 11
 
0.2%
5 305
 
5.1%
ValueCountFrequency (%)
5 305
 
5.1%
3 11
 
0.2%
2 788
13.1%

최종카드론_신청경로코드
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.510333333
Minimum0
Maximum5
Zeros142
Zeros (%)2.4%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:06.361409image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2
Q15
median5
Q35
95-th percentile5
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.125509226
Coefficient of variation (CV)0.2495401432
Kurtosis5.010704862
Mean4.510333333
Median Absolute Deviation (MAD)0
Skewness-2.358290528
Sum27062
Variance1.266771017
MonotonicityNot monotonic
2025-04-09T11:30:06.414790image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
5 4897
81.6%
3 589
 
9.8%
2 315
 
5.2%
0 142
 
2.4%
4 41
 
0.7%
1 16
 
0.3%
ValueCountFrequency (%)
0 142
 
2.4%
1 16
 
0.3%
2 315
5.2%
3 589
9.8%
4 41
 
0.7%
ValueCountFrequency (%)
5 4897
81.6%
4 41
 
0.7%
3 589
 
9.8%
2 315
 
5.2%
1 16
 
0.3%

최종카드론_대출이율
Real number (ℝ)

Zeros 

Distinct1105
Distinct (%)18.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.808824001
Minimum0
Maximum19.40054315
Zeros4896
Zeros (%)81.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:06.492921image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile16.17202519
Maximum19.40054315
Range19.40054315
Interquartile range (IQR)0

Descriptive statistics

Standard deviation5.949769265
Coefficient of variation (CV)2.118242105
Kurtosis0.8725124605
Mean2.808824001
Median Absolute Deviation (MAD)0
Skewness1.674329214
Sum16852.94401
Variance35.3997543
MonotonicityNot monotonic
2025-04-09T11:30:06.562080image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4896
81.6%
16.06796572 1
 
< 0.1%
14.89143083 1
 
< 0.1%
13.68711249 1
 
< 0.1%
15.46188196 1
 
< 0.1%
14.02075063 1
 
< 0.1%
13.00442326 1
 
< 0.1%
15.03901133 1
 
< 0.1%
17.37351757 1
 
< 0.1%
17.70642602 1
 
< 0.1%
Other values (1095) 1095
 
18.2%
ValueCountFrequency (%)
0 4896
81.6%
10.81914903 1
 
< 0.1%
11.01250879 1
 
< 0.1%
11.09604434 1
 
< 0.1%
11.10664649 1
 
< 0.1%
ValueCountFrequency (%)
19.40054315 1
< 0.1%
19.39049744 1
< 0.1%
19.14835024 1
< 0.1%
18.97285734 1
< 0.1%
18.93096869 1
< 0.1%

최종카드론_대출일자
Real number (ℝ)

Missing 

Distinct157
Distinct (%)15.2%
Missing4968
Missing (%)82.8%
Infinite0
Infinite (%)0.0%
Mean20161494.94
Minimum20140128
Maximum20180627
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:06.646606image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum20140128
5-th percentile20141019
Q120150619.75
median20160461.5
Q320171116
95-th percentile20180611
Maximum20180627
Range40499
Interquartile range (IQR)20496.25

Descriptive statistics

Standard deviation12834.31306
Coefficient of variation (CV)0.0006365754673
Kurtosis-1.339185948
Mean20161494.94
Median Absolute Deviation (MAD)10237
Skewness0.1225507217
Sum2.080666278 × 1010
Variance164719591.8
MonotonicityNot monotonic
2025-04-09T11:30:06.731282image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
20150525 12
 
0.2%
20180615 12
 
0.2%
20171127 12
 
0.2%
20151031 12
 
0.2%
20150227 12
 
0.2%
20180611 12
 
0.2%
20160506 12
 
0.2%
20171207 12
 
0.2%
20171224 12
 
0.2%
20180405 12
 
0.2%
Other values (147) 912
 
15.2%
(Missing) 4968
82.8%
ValueCountFrequency (%)
20140128 6
0.1%
20140613 6
0.1%
20140628 6
0.1%
20140729 6
0.1%
20140828 6
0.1%
ValueCountFrequency (%)
20180627 6
0.1%
20180617 6
0.1%
20180616 6
0.1%
20180615 12
0.2%
20180614 6
0.1%

최종카드론_대출월수
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.172
Minimum0
Maximum36
Zeros4897
Zeros (%)81.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:06.793884image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile24
Maximum36
Range36
Interquartile range (IQR)0

Descriptive statistics

Standard deviation9.632958094
Coefficient of variation (CV)2.308954481
Kurtosis3.729441786
Mean4.172
Median Absolute Deviation (MAD)0
Skewness2.23272921
Sum25032
Variance92.79388165
MonotonicityNot monotonic
2025-04-09T11:30:06.862894image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 4897
81.6%
24 449
 
7.5%
12 382
 
6.4%
36 268
 
4.5%
6 4
 
0.1%
ValueCountFrequency (%)
0 4897
81.6%
6 4
 
0.1%
12 382
 
6.4%
24 449
 
7.5%
36 268
 
4.5%
ValueCountFrequency (%)
36 268
 
4.5%
24 449
 
7.5%
12 382
 
6.4%
6 4
 
0.1%
0 4897
81.6%

최종카드론_거치개월수
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2348333333
Minimum0
Maximum6
Zeros5712
Zeros (%)95.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:06.916274image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.091429571
Coefficient of variation (CV)4.647677379
Kurtosis21.04801264
Mean0.2348333333
Median Absolute Deviation (MAD)0
Skewness4.709425494
Sum1409
Variance1.191218509
MonotonicityNot monotonic
2025-04-09T11:30:06.963153image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5712
95.2%
6 175
 
2.9%
3 103
 
1.7%
5 10
 
0.2%
ValueCountFrequency (%)
0 5712
95.2%
3 103
 
1.7%
5 10
 
0.2%
6 175
 
2.9%
ValueCountFrequency (%)
6 175
 
2.9%
5 10
 
0.2%
3 103
 
1.7%
0 5712
95.2%

최종카드론_대출금액
Real number (ℝ)

Zeros 

Distinct1073
Distinct (%)17.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10248.71133
Minimum0
Maximum157997
Zeros4919
Zeros (%)82.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:07.032167image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile68820.25
Maximum157997
Range157997
Interquartile range (IQR)0

Descriptive statistics

Standard deviation25312.54448
Coefficient of variation (CV)2.46982705
Kurtosis7.8041312
Mean10248.71133
Median Absolute Deviation (MAD)0
Skewness2.775597805
Sum61492268
Variance640724908.1
MonotonicityNot monotonic
2025-04-09T11:30:07.116818image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4919
82.0%
48129 2
 
< 0.1%
37254 2
 
< 0.1%
54686 2
 
< 0.1%
52401 2
 
< 0.1%
48455 2
 
< 0.1%
48054 2
 
< 0.1%
35644 2
 
< 0.1%
44333 2
 
< 0.1%
48013 2
 
< 0.1%
Other values (1063) 1063
 
17.7%
ValueCountFrequency (%)
0 4919
82.0%
140 1
 
< 0.1%
188 1
 
< 0.1%
348 1
 
< 0.1%
500 1
 
< 0.1%
ValueCountFrequency (%)
157997 1
< 0.1%
156305 1
< 0.1%
150712 1
< 0.1%
150440 1
< 0.1%
150263 1
< 0.1%

이용개월수_온라인_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.605
Minimum0
Maximum6
Zeros3636
Zeros (%)60.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:07.179323image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q33
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.375482159
Coefficient of variation (CV)1.480051189
Kurtosis-0.6021800071
Mean1.605
Median Absolute Deviation (MAD)0
Skewness1.076461494
Sum9630
Variance5.642915486
MonotonicityNot monotonic
2025-04-09T11:30:07.248364image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 3636
60.6%
6 1076
 
17.9%
1 476
 
7.9%
2 270
 
4.5%
3 217
 
3.6%
5 207
 
3.5%
4 118
 
2.0%
ValueCountFrequency (%)
0 3636
60.6%
1 476
 
7.9%
2 270
 
4.5%
3 217
 
3.6%
4 118
 
2.0%
ValueCountFrequency (%)
6 1076
17.9%
5 207
 
3.5%
4 118
 
2.0%
3 217
 
3.6%
2 270
 
4.5%

이용개월수_오프라인_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.561833333
Minimum0
Maximum6
Zeros992
Zeros (%)16.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:07.295236image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q14
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.329967403
Coefficient of variation (CV)0.5107524173
Kurtosis-0.2717506818
Mean4.561833333
Median Absolute Deviation (MAD)0
Skewness-1.22912119
Sum27371
Variance5.428748097
MonotonicityNot monotonic
2025-04-09T11:30:07.364409image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 3993
66.5%
0 992
 
16.5%
5 314
 
5.2%
4 234
 
3.9%
1 177
 
2.9%
3 150
 
2.5%
2 140
 
2.3%
ValueCountFrequency (%)
0 992
16.5%
1 177
 
2.9%
2 140
 
2.3%
3 150
 
2.5%
4 234
 
3.9%
ValueCountFrequency (%)
6 3993
66.5%
5 314
 
5.2%
4 234
 
3.9%
3 150
 
2.5%
2 140
 
2.3%

이용금액_온라인_R6M
Real number (ℝ)

Zeros 

Distinct2165
Distinct (%)36.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3344.966333
Minimum0
Maximum114312
Zeros3599
Zeros (%)60.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:07.433321image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32361
95-th percentile17982.05
Maximum114312
Range114312
Interquartile range (IQR)2361

Descriptive statistics

Standard deviation8701.249651
Coefficient of variation (CV)2.60129663
Kurtosis34.9559704
Mean3344.966333
Median Absolute Deviation (MAD)0
Skewness5.019306866
Sum20069798
Variance75711745.48
MonotonicityNot monotonic
2025-04-09T11:30:07.511445image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3599
60.0%
277 6
 
0.1%
236 4
 
0.1%
756 4
 
0.1%
1228 4
 
0.1%
564 3
 
0.1%
770 3
 
0.1%
368 3
 
0.1%
776 3
 
0.1%
641 3
 
0.1%
Other values (2155) 2368
39.5%
ValueCountFrequency (%)
0 3599
60.0%
82 1
 
< 0.1%
99 1
 
< 0.1%
109 1
 
< 0.1%
121 1
 
< 0.1%
ValueCountFrequency (%)
114312 1
< 0.1%
103703 1
< 0.1%
98492 1
< 0.1%
97768 1
< 0.1%
97230 1
< 0.1%

이용금액_오프라인_R6M
Real number (ℝ)

Zeros 

Distinct4548
Distinct (%)75.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean25188.513
Minimum0
Maximum466446
Zeros1029
Zeros (%)17.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:07.580455image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1711
median10720
Q333235
95-th percentile94443.7
Maximum466446
Range466446
Interquartile range (IQR)32524

Descriptive statistics

Standard deviation38372.53945
Coefficient of variation (CV)1.523414242
Kurtosis17.13010024
Mean25188.513
Median Absolute Deviation (MAD)10720
Skewness3.281938962
Sum151131078
Variance1472451784
MonotonicityNot monotonic
2025-04-09T11:30:07.665088image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1029
 
17.2%
53 41
 
0.7%
17 19
 
0.3%
54 8
 
0.1%
41 7
 
0.1%
46 7
 
0.1%
49 6
 
0.1%
47 6
 
0.1%
50 6
 
0.1%
23 5
 
0.1%
Other values (4538) 4866
81.1%
ValueCountFrequency (%)
0 1029
17.2%
11 1
 
< 0.1%
14 2
 
< 0.1%
15 4
 
0.1%
16 3
 
0.1%
ValueCountFrequency (%)
466446 1
< 0.1%
406646 1
< 0.1%
389797 1
< 0.1%
364243 1
< 0.1%
346577 1
< 0.1%

이용건수_온라인_R6M
Real number (ℝ)

Zeros 

Distinct104
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.769166667
Minimum0
Maximum149
Zeros4048
Zeros (%)67.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:07.734098image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q35
95-th percentile39
Maximum149
Range149
Interquartile range (IQR)5

Descriptive statistics

Standard deviation15.10709282
Coefficient of variation (CV)2.231750755
Kurtosis11.41212775
Mean6.769166667
Median Absolute Deviation (MAD)0
Skewness3.099772928
Sum40615
Variance228.2242533
MonotonicityNot monotonic
2025-04-09T11:30:07.818727image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4048
67.5%
4 237
 
4.0%
5 162
 
2.7%
3 147
 
2.5%
6 106
 
1.8%
7 66
 
1.1%
8 58
 
1.0%
10 54
 
0.9%
12 50
 
0.8%
24 45
 
0.8%
Other values (94) 1027
 
17.1%
ValueCountFrequency (%)
0 4048
67.5%
2 15
 
0.2%
3 147
 
2.5%
4 237
 
4.0%
5 162
 
2.7%
ValueCountFrequency (%)
149 1
< 0.1%
128 1
< 0.1%
109 1
< 0.1%
105 1
< 0.1%
104 2
< 0.1%

이용건수_오프라인_R6M
Real number (ℝ)

Zeros 

Distinct502
Distinct (%)8.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean77.88766667
Minimum0
Maximum891
Zeros1079
Zeros (%)18.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:07.896859image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q17
median34
Q397
95-th percentile326
Maximum891
Range891
Interquartile range (IQR)90

Descriptive statistics

Standard deviation113.570902
Coefficient of variation (CV)1.458137171
Kurtosis8.178013978
Mean77.88766667
Median Absolute Deviation (MAD)34
Skewness2.592016124
Sum467326
Variance12898.34977
MonotonicityNot monotonic
2025-04-09T11:30:07.965867image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1079
 
18.0%
6 114
 
1.9%
7 99
 
1.7%
8 97
 
1.6%
5 96
 
1.6%
13 92
 
1.5%
10 90
 
1.5%
9 88
 
1.5%
11 83
 
1.4%
16 75
 
1.2%
Other values (492) 4087
68.1%
ValueCountFrequency (%)
0 1079
18.0%
1 3
 
0.1%
2 24
 
0.4%
3 43
 
0.7%
4 61
 
1.0%
ValueCountFrequency (%)
891 1
< 0.1%
852 1
< 0.1%
818 1
< 0.1%
802 1
< 0.1%
771 1
< 0.1%

이용금액_온라인_R3M
Real number (ℝ)

Zeros 

Distinct1695
Distinct (%)28.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1409.170167
Minimum0
Maximum55804
Zeros4097
Zeros (%)68.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:08.050657image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31227.25
95-th percentile7121.1
Maximum55804
Range55804
Interquartile range (IQR)1227.25

Descriptive statistics

Standard deviation3633.082301
Coefficient of variation (CV)2.578171457
Kurtosis41.87533772
Mean1409.170167
Median Absolute Deviation (MAD)0
Skewness5.317871697
Sum8455021
Variance13199287.01
MonotonicityNot monotonic
2025-04-09T11:30:08.119641image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4097
68.3%
3899 4
 
0.1%
641 4
 
0.1%
1727 4
 
0.1%
750 4
 
0.1%
989 4
 
0.1%
3293 3
 
0.1%
3359 3
 
0.1%
2444 3
 
0.1%
756 3
 
0.1%
Other values (1685) 1871
31.2%
ValueCountFrequency (%)
0 4097
68.3%
135 1
 
< 0.1%
157 1
 
< 0.1%
159 1
 
< 0.1%
167 1
 
< 0.1%
ValueCountFrequency (%)
55804 1
< 0.1%
46389 1
< 0.1%
45252 1
< 0.1%
42737 1
< 0.1%
38433 1
< 0.1%

이용금액_오프라인_R3M
Real number (ℝ)

Zeros 

Distinct3659
Distinct (%)61.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11501.6225
Minimum0
Maximum237566
Zeros1362
Zeros (%)22.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:08.197775image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q126
median4209
Q314316.5
95-th percentile39983.65
Maximum237566
Range237566
Interquartile range (IQR)14290.5

Descriptive statistics

Standard deviation16767.39098
Coefficient of variation (CV)1.457828318
Kurtosis18.58663011
Mean11501.6225
Median Absolute Deviation (MAD)4209
Skewness3.125046541
Sum69009735
Variance281145400.4
MonotonicityNot monotonic
2025-04-09T11:30:08.282422image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1362
 
22.7%
26 149
 
2.5%
8 61
 
1.0%
27 40
 
0.7%
9 16
 
0.3%
1161 12
 
0.2%
20 10
 
0.2%
1157 9
 
0.1%
1177 9
 
0.1%
1173 8
 
0.1%
Other values (3649) 4324
72.1%
ValueCountFrequency (%)
0 1362
22.7%
5 1
 
< 0.1%
6 4
 
0.1%
7 1
 
< 0.1%
8 61
 
1.0%
ValueCountFrequency (%)
237566 1
< 0.1%
189669 1
< 0.1%
175005 1
< 0.1%
169732 1
< 0.1%
157917 1
< 0.1%

이용건수_온라인_R3M
Real number (ℝ)

Zeros 

Distinct49
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.272333333
Minimum0
Maximum64
Zeros4600
Zeros (%)76.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:08.351109image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile20
Maximum64
Range64
Interquartile range (IQR)0

Descriptive statistics

Standard deviation7.326671453
Coefficient of variation (CV)2.238974672
Kurtosis7.736926959
Mean3.272333333
Median Absolute Deviation (MAD)0
Skewness2.651251487
Sum19634
Variance53.68011457
MonotonicityNot monotonic
2025-04-09T11:30:08.435728image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=49)
ValueCountFrequency (%)
0 4600
76.7%
4 148
 
2.5%
15 124
 
2.1%
12 100
 
1.7%
5 87
 
1.5%
8 71
 
1.2%
18 70
 
1.2%
6 56
 
0.9%
14 55
 
0.9%
3 54
 
0.9%
Other values (39) 635
 
10.6%
ValueCountFrequency (%)
0 4600
76.7%
2 8
 
0.1%
3 54
 
0.9%
4 148
 
2.5%
5 87
 
1.5%
ValueCountFrequency (%)
64 1
 
< 0.1%
52 2
< 0.1%
50 2
< 0.1%
49 1
 
< 0.1%
48 3
0.1%

이용건수_오프라인_R3M
Real number (ℝ)

Zeros 

Distinct263
Distinct (%)4.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean37.6415
Minimum0
Maximum437
Zeros1300
Zeros (%)21.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:08.520374image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q13
median19
Q351
95-th percentile152
Maximum437
Range437
Interquartile range (IQR)48

Descriptive statistics

Standard deviation51.38165681
Coefficient of variation (CV)1.365026814
Kurtosis7.555278251
Mean37.6415
Median Absolute Deviation (MAD)19
Skewness2.372769229
Sum225849
Variance2640.074657
MonotonicityNot monotonic
2025-04-09T11:30:08.598527image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1300
 
21.7%
3 157
 
2.6%
4 131
 
2.2%
6 125
 
2.1%
9 119
 
2.0%
7 118
 
2.0%
5 114
 
1.9%
8 109
 
1.8%
10 89
 
1.5%
2 86
 
1.4%
Other values (253) 3652
60.9%
ValueCountFrequency (%)
0 1300
21.7%
1 54
 
0.9%
2 86
 
1.4%
3 157
 
2.6%
4 131
 
2.2%
ValueCountFrequency (%)
437 1
< 0.1%
433 1
< 0.1%
408 1
< 0.1%
407 1
< 0.1%
391 1
< 0.1%

이용금액_온라인_B0M
Real number (ℝ)

Zeros 

Distinct1211
Distinct (%)20.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean421.2096667
Minimum0
Maximum13884
Zeros4356
Zeros (%)72.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:08.667516image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3514.25
95-th percentile2130.15
Maximum13884
Range13884
Interquartile range (IQR)514.25

Descriptive statistics

Standard deviation994.5141303
Coefficient of variation (CV)2.361090471
Kurtosis28.39557104
Mean421.2096667
Median Absolute Deviation (MAD)0
Skewness4.344509131
Sum2527258
Variance989058.3554
MonotonicityNot monotonic
2025-04-09T11:30:08.736133image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4356
72.6%
759 6
 
0.1%
843 6
 
0.1%
704 5
 
0.1%
1083 5
 
0.1%
1151 4
 
0.1%
647 4
 
0.1%
663 4
 
0.1%
1295 4
 
0.1%
699 4
 
0.1%
Other values (1201) 1602
 
26.7%
ValueCountFrequency (%)
0 4356
72.6%
199 1
 
< 0.1%
258 1
 
< 0.1%
261 1
 
< 0.1%
262 1
 
< 0.1%
ValueCountFrequency (%)
13884 1
< 0.1%
11858 1
< 0.1%
11792 1
< 0.1%
10151 1
< 0.1%
9323 1
< 0.1%

이용금액_오프라인_B0M
Real number (ℝ)

Zeros 

Distinct2057
Distinct (%)34.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3574.334
Minimum0
Maximum42224
Zeros1626
Zeros (%)27.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:08.820723image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median998
Q34396.25
95-th percentile12576.05
Maximum42224
Range42224
Interquartile range (IQR)4396.25

Descriptive statistics

Standard deviation4666.536542
Coefficient of variation (CV)1.305568126
Kurtosis3.587442453
Mean3574.334
Median Absolute Deviation (MAD)998
Skewness1.620912276
Sum21446004
Variance21776563.3
MonotonicityNot monotonic
2025-04-09T11:30:08.898853image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1626
27.1%
8 219
 
3.6%
9 74
 
1.2%
2 63
 
1.1%
3 59
 
1.0%
394 29
 
0.5%
389 25
 
0.4%
391 24
 
0.4%
393 22
 
0.4%
387 22
 
0.4%
Other values (2047) 3837
63.9%
ValueCountFrequency (%)
0 1626
27.1%
2 63
 
1.1%
3 59
 
1.0%
8 219
 
3.6%
9 74
 
1.2%
ValueCountFrequency (%)
42224 1
< 0.1%
36939 1
< 0.1%
36833 1
< 0.1%
35796 1
< 0.1%
32714 1
< 0.1%

이용건수_온라인_B0M
Real number (ℝ)

Zeros 

Distinct15
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.085166667
Minimum0
Maximum16
Zeros4923
Zeros (%)82.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:08.967906image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile7
Maximum16
Range16
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.480914978
Coefficient of variation (CV)2.2862064
Kurtosis4.528673726
Mean1.085166667
Median Absolute Deviation (MAD)0
Skewness2.26534304
Sum6511
Variance6.154939129
MonotonicityNot monotonic
2025-04-09T11:30:09.021315image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=15)
ValueCountFrequency (%)
0 4923
82.0%
5 304
 
5.1%
4 255
 
4.2%
6 189
 
3.1%
7 105
 
1.8%
8 86
 
1.4%
9 55
 
0.9%
10 32
 
0.5%
11 27
 
0.4%
12 12
 
0.2%
Other values (5) 12
 
0.2%
ValueCountFrequency (%)
0 4923
82.0%
3 1
 
< 0.1%
4 255
 
4.2%
5 304
 
5.1%
6 189
 
3.1%
ValueCountFrequency (%)
16 2
 
< 0.1%
15 1
 
< 0.1%
14 4
 
0.1%
13 4
 
0.1%
12 12
0.2%

이용건수_오프라인_B0M
Real number (ℝ)

Zeros 

Distinct73
Distinct (%)1.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.32383333
Minimum0
Maximum72
Zeros1647
Zeros (%)27.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:09.099551image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median7
Q317
95-th percentile49
Maximum72
Range72
Interquartile range (IQR)17

Descriptive statistics

Standard deviation15.31675768
Coefficient of variation (CV)1.242856607
Kurtosis2.175873688
Mean12.32383333
Median Absolute Deviation (MAD)7
Skewness1.637432198
Sum73943
Variance234.6030658
MonotonicityNot monotonic
2025-04-09T11:30:09.184278image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1647
27.5%
2 238
 
4.0%
3 235
 
3.9%
5 217
 
3.6%
9 207
 
3.5%
1 203
 
3.4%
6 186
 
3.1%
8 181
 
3.0%
7 178
 
3.0%
4 178
 
3.0%
Other values (63) 2530
42.2%
ValueCountFrequency (%)
0 1647
27.5%
1 203
 
3.4%
2 238
 
4.0%
3 235
 
3.9%
4 178
 
3.0%
ValueCountFrequency (%)
72 2
< 0.1%
71 2
< 0.1%
70 2
< 0.1%
69 2
< 0.1%
68 2
< 0.1%

이용개월수_페이_온라인_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.2245
Minimum0
Maximum6
Zeros4277
Zeros (%)71.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:09.253212image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation2.206863111
Coefficient of variation (CV)1.802256522
Kurtosis0.3666893685
Mean1.2245
Median Absolute Deviation (MAD)0
Skewness1.465440056
Sum7347
Variance4.870244791
MonotonicityNot monotonic
2025-04-09T11:30:09.315714image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 4277
71.3%
6 793
 
13.2%
1 333
 
5.5%
5 253
 
4.2%
3 187
 
3.1%
2 99
 
1.7%
4 58
 
1.0%
ValueCountFrequency (%)
0 4277
71.3%
1 333
 
5.5%
2 99
 
1.7%
3 187
 
3.1%
4 58
 
1.0%
ValueCountFrequency (%)
6 793
13.2%
5 253
 
4.2%
4 58
 
1.0%
3 187
 
3.1%
2 99
 
1.7%

이용개월수_페이_오프라인_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2771666667
Minimum0
Maximum6
Zeros5581
Zeros (%)93.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:09.369108image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.140275702
Coefficient of variation (CV)4.114043423
Kurtosis17.4646458
Mean0.2771666667
Median Absolute Deviation (MAD)0
Skewness4.298541882
Sum1663
Variance1.300228677
MonotonicityNot monotonic
2025-04-09T11:30:09.422491image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5581
93.0%
6 174
 
2.9%
1 93
 
1.6%
4 69
 
1.1%
3 60
 
1.0%
2 15
 
0.2%
5 8
 
0.1%
ValueCountFrequency (%)
0 5581
93.0%
1 93
 
1.6%
2 15
 
0.2%
3 60
 
1.0%
4 69
 
1.1%
ValueCountFrequency (%)
6 174
2.9%
5 8
 
0.1%
4 69
 
1.1%
3 60
 
1.0%
2 15
 
0.2%

이용금액_페이_온라인_R6M
Real number (ℝ)

Zeros 

Distinct1600
Distinct (%)26.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2667.6915
Minimum0
Maximum90046
Zeros4292
Zeros (%)71.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:09.500623image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31016
95-th percentile15007.5
Maximum90046
Range90046
Interquartile range (IQR)1016

Descriptive statistics

Standard deviation7490.182063
Coefficient of variation (CV)2.807739224
Kurtosis32.91132944
Mean2667.6915
Median Absolute Deviation (MAD)0
Skewness4.97247328
Sum16006149
Variance56102827.33
MonotonicityNot monotonic
2025-04-09T11:30:09.585280image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4292
71.5%
1016 5
 
0.1%
607 3
 
0.1%
7028 3
 
0.1%
413 3
 
0.1%
3016 3
 
0.1%
1212 3
 
0.1%
1005 3
 
0.1%
1402 2
 
< 0.1%
1330 2
 
< 0.1%
Other values (1590) 1681
 
28.0%
ValueCountFrequency (%)
0 4292
71.5%
233 1
 
< 0.1%
312 1
 
< 0.1%
321 1
 
< 0.1%
341 1
 
< 0.1%
ValueCountFrequency (%)
90046 1
< 0.1%
83770 1
< 0.1%
83165 1
< 0.1%
80940 1
< 0.1%
80275 1
< 0.1%

이용금액_페이_오프라인_R6M
Real number (ℝ)

Zeros 

Distinct406
Distinct (%)6.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean410.0078333
Minimum0
Maximum35184
Zeros5586
Zeros (%)93.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:09.654300image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1333.2
Maximum35184
Range35184
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2263.191066
Coefficient of variation (CV)5.519872748
Kurtosis71.37713255
Mean410.0078333
Median Absolute Deviation (MAD)0
Skewness7.765521579
Sum2460047
Variance5122033.8
MonotonicityNot monotonic
2025-04-09T11:30:09.738944image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5586
93.1%
713 2
 
< 0.1%
970 2
 
< 0.1%
801 2
 
< 0.1%
18897 2
 
< 0.1%
878 2
 
< 0.1%
683 2
 
< 0.1%
780 2
 
< 0.1%
1774 2
 
< 0.1%
1333 2
 
< 0.1%
Other values (396) 396
 
6.6%
ValueCountFrequency (%)
0 5586
93.1%
384 1
 
< 0.1%
391 1
 
< 0.1%
432 1
 
< 0.1%
478 1
 
< 0.1%
ValueCountFrequency (%)
35184 1
< 0.1%
33675 1
< 0.1%
28055 1
< 0.1%
27422 1
< 0.1%
26704 1
< 0.1%

이용건수_페이_온라인_R6M
Real number (ℝ)

Zeros 

Distinct23
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.881166667
Minimum0
Maximum22
Zeros4346
Zeros (%)72.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:09.823628image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile11
Maximum22
Range22
Interquartile range (IQR)2

Descriptive statistics

Standard deviation3.962364028
Coefficient of variation (CV)2.106333319
Kurtosis5.95655027
Mean1.881166667
Median Absolute Deviation (MAD)0
Skewness2.477738406
Sum11287
Variance15.70032869
MonotonicityNot monotonic
2025-04-09T11:30:09.886151image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=23)
ValueCountFrequency (%)
0 4346
72.4%
6 234
 
3.9%
2 187
 
3.1%
3 178
 
3.0%
5 141
 
2.4%
4 140
 
2.3%
1 128
 
2.1%
7 92
 
1.5%
8 83
 
1.4%
11 62
 
1.0%
Other values (13) 409
 
6.8%
ValueCountFrequency (%)
0 4346
72.4%
1 128
 
2.1%
2 187
 
3.1%
3 178
 
3.0%
4 140
 
2.3%
ValueCountFrequency (%)
22 3
 
0.1%
21 8
 
0.1%
20 17
0.3%
19 21
0.4%
18 20
0.3%

이용건수_페이_오프라인_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2593333333
Minimum0
Maximum6
Zeros5679
Zeros (%)94.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:09.939542image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.146574025
Coefficient of variation (CV)4.421236599
Kurtosis18.46501632
Mean0.2593333333
Median Absolute Deviation (MAD)0
Skewness4.446047636
Sum1556
Variance1.314631994
MonotonicityNot monotonic
2025-04-09T11:30:09.986417image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5679
94.7%
6 189
 
3.1%
3 50
 
0.8%
4 38
 
0.6%
2 24
 
0.4%
5 13
 
0.2%
1 7
 
0.1%
ValueCountFrequency (%)
0 5679
94.7%
1 7
 
0.1%
2 24
 
0.4%
3 50
 
0.8%
4 38
 
0.6%
ValueCountFrequency (%)
6 189
3.1%
5 13
 
0.2%
4 38
 
0.6%
3 50
 
0.8%
2 24
 
0.4%

이용금액_페이_온라인_R3M
Real number (ℝ)

Zeros 

Distinct1279
Distinct (%)21.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1178.715
Minimum0
Maximum46598
Zeros4592
Zeros (%)76.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:10.055489image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile6785.05
Maximum46598
Range46598
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3137.666538
Coefficient of variation (CV)2.661938244
Kurtosis33.02375394
Mean1178.715
Median Absolute Deviation (MAD)0
Skewness4.725869348
Sum7072290
Variance9844951.302
MonotonicityNot monotonic
2025-04-09T11:30:10.140114image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4592
76.5%
3372 4
 
0.1%
2464 3
 
0.1%
3499 3
 
0.1%
912 3
 
0.1%
1995 3
 
0.1%
3814 3
 
0.1%
1212 3
 
0.1%
3481 3
 
0.1%
3971 3
 
0.1%
Other values (1269) 1380
 
23.0%
ValueCountFrequency (%)
0 4592
76.5%
312 1
 
< 0.1%
341 1
 
< 0.1%
399 1
 
< 0.1%
401 1
 
< 0.1%
ValueCountFrequency (%)
46598 1
< 0.1%
39014 1
< 0.1%
33927 1
< 0.1%
33056 1
< 0.1%
32180 1
< 0.1%

이용금액_페이_오프라인_R3M
Real number (ℝ)

Zeros 

Distinct326
Distinct (%)5.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean192.0801667
Minimum0
Maximum15454
Zeros5661
Zeros (%)94.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:10.202707image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile878.05
Maximum15454
Range15454
Interquartile range (IQR)0

Descriptive statistics

Standard deviation999.7668233
Coefficient of variation (CV)5.204945626
Kurtosis56.67201222
Mean192.0801667
Median Absolute Deviation (MAD)0
Skewness6.904136793
Sum1152481
Variance999533.701
MonotonicityNot monotonic
2025-04-09T11:30:10.286856image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5661
94.3%
677 2
 
< 0.1%
1333 2
 
< 0.1%
754 2
 
< 0.1%
780 2
 
< 0.1%
909 2
 
< 0.1%
1428 2
 
< 0.1%
2551 2
 
< 0.1%
2372 2
 
< 0.1%
683 2
 
< 0.1%
Other values (316) 321
 
5.3%
ValueCountFrequency (%)
0 5661
94.3%
487 1
 
< 0.1%
575 1
 
< 0.1%
621 1
 
< 0.1%
650 1
 
< 0.1%
ValueCountFrequency (%)
15454 1
< 0.1%
12060 1
< 0.1%
11918 1
< 0.1%
11899 1
< 0.1%
11753 1
< 0.1%

이용건수_페이_온라인_R3M
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.829
Minimum0
Maximum12
Zeros4669
Zeros (%)77.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:10.355960image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile5
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.834844256
Coefficient of variation (CV)2.213322383
Kurtosis6.731055493
Mean0.829
Median Absolute Deviation (MAD)0
Skewness2.55868205
Sum4974
Variance3.366653442
MonotonicityNot monotonic
2025-04-09T11:30:10.424874image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0 4669
77.8%
3 587
 
9.8%
2 211
 
3.5%
6 139
 
2.3%
1 103
 
1.7%
5 76
 
1.3%
4 72
 
1.2%
7 45
 
0.8%
8 40
 
0.7%
9 38
 
0.6%
Other values (3) 20
 
0.3%
ValueCountFrequency (%)
0 4669
77.8%
1 103
 
1.7%
2 211
 
3.5%
3 587
 
9.8%
4 72
 
1.2%
ValueCountFrequency (%)
12 1
 
< 0.1%
11 7
 
0.1%
10 12
 
0.2%
9 38
0.6%
8 40
0.7%

이용건수_페이_오프라인_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1336666667
Minimum0
Maximum3
Zeros5714
Zeros (%)95.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:10.487381image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6084364563
Coefficient of variation (CV)4.551893688
Kurtosis17.63747952
Mean0.1336666667
Median Absolute Deviation (MAD)0
Skewness4.410190432
Sum802
Variance0.3701949214
MonotonicityNot monotonic
2025-04-09T11:30:10.540853image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5714
95.2%
3 247
 
4.1%
2 22
 
0.4%
1 17
 
0.3%
ValueCountFrequency (%)
0 5714
95.2%
1 17
 
0.3%
2 22
 
0.4%
3 247
 
4.1%
ValueCountFrequency (%)
3 247
 
4.1%
2 22
 
0.4%
1 17
 
0.3%
0 5714
95.2%

이용금액_페이_온라인_B0M
Real number (ℝ)

Zeros 

Distinct976
Distinct (%)16.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean370.2838333
Minimum0
Maximum10125
Zeros4742
Zeros (%)79.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:10.603340image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2184.2
Maximum10125
Range10125
Interquartile range (IQR)0

Descriptive statistics

Standard deviation911.2507176
Coefficient of variation (CV)2.460951939
Kurtosis17.78674492
Mean370.2838333
Median Absolute Deviation (MAD)0
Skewness3.626903471
Sum2221703
Variance830377.8703
MonotonicityNot monotonic
2025-04-09T11:30:10.688110image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4742
79.0%
1324 4
 
0.1%
1128 4
 
0.1%
1230 4
 
0.1%
993 4
 
0.1%
1304 4
 
0.1%
1352 4
 
0.1%
877 4
 
0.1%
1013 4
 
0.1%
754 4
 
0.1%
Other values (966) 1222
 
20.4%
ValueCountFrequency (%)
0 4742
79.0%
414 1
 
< 0.1%
439 1
 
< 0.1%
488 1
 
< 0.1%
496 1
 
< 0.1%
ValueCountFrequency (%)
10125 1
< 0.1%
9997 1
< 0.1%
8120 1
< 0.1%
7968 1
< 0.1%
7424 1
< 0.1%

이용금액_페이_오프라인_B0M
Real number (ℝ)

Zeros 

Distinct260
Distinct (%)4.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean63.14483333
Minimum0
Maximum3901
Zeros5712
Zeros (%)95.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:10.772745image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3901
Range3901
Interquartile range (IQR)0

Descriptive statistics

Standard deviation318.8928759
Coefficient of variation (CV)5.050181607
Kurtosis41.7108069
Mean63.14483333
Median Absolute Deviation (MAD)0
Skewness6.081936695
Sum378869
Variance101692.6663
MonotonicityNot monotonic
2025-04-09T11:30:10.857381image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5712
95.2%
751 4
 
0.1%
851 3
 
0.1%
791 3
 
0.1%
825 2
 
< 0.1%
771 2
 
< 0.1%
685 2
 
< 0.1%
583 2
 
< 0.1%
834 2
 
< 0.1%
854 2
 
< 0.1%
Other values (250) 266
 
4.4%
ValueCountFrequency (%)
0 5712
95.2%
493 1
 
< 0.1%
539 1
 
< 0.1%
555 1
 
< 0.1%
583 2
 
< 0.1%
ValueCountFrequency (%)
3901 1
< 0.1%
3308 1
< 0.1%
3306 1
< 0.1%
3295 1
< 0.1%
3290 1
< 0.1%

이용건수_페이_온라인_B0M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2418333333
Minimum0
Maximum3
Zeros4870
Zeros (%)81.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:10.926409image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5559389807
Coefficient of variation (CV)2.298851746
Kurtosis6.676619094
Mean0.2418333333
Median Absolute Deviation (MAD)0
Skewness2.541666642
Sum1451
Variance0.3090681502
MonotonicityNot monotonic
2025-04-09T11:30:10.973325image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 4870
81.2%
1 865
 
14.4%
2 209
 
3.5%
3 56
 
0.9%
ValueCountFrequency (%)
0 4870
81.2%
1 865
 
14.4%
2 209
 
3.5%
3 56
 
0.9%
ValueCountFrequency (%)
3 56
 
0.9%
2 209
 
3.5%
1 865
 
14.4%
0 4870
81.2%

이용건수_페이_오프라인_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0465
Minimum0
Maximum1
Zeros5721
Zeros (%)95.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:11.026383image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2105828598
Coefficient of variation (CV)4.528663652
Kurtosis16.56894811
Mean0.0465
Median Absolute Deviation (MAD)0
Skewness4.308529359
Sum279
Variance0.04434514086
MonotonicityNot monotonic
2025-04-09T11:30:11.089000image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5721
95.3%
1 279
 
4.7%
ValueCountFrequency (%)
0 5721
95.3%
1 279
 
4.7%
ValueCountFrequency (%)
1 279
 
4.7%
0 5721
95.3%

이용개월수_간편결제_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.359166667
Minimum0
Maximum6
Zeros4136
Zeros (%)68.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:11.142410image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.304644124
Coefficient of variation (CV)1.695630256
Kurtosis-0.1133584034
Mean1.359166667
Median Absolute Deviation (MAD)0
Skewness1.302747921
Sum8155
Variance5.311384536
MonotonicityNot monotonic
2025-04-09T11:30:11.189188image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 4136
68.9%
6 912
 
15.2%
1 348
 
5.8%
5 265
 
4.4%
3 206
 
3.4%
2 70
 
1.2%
4 63
 
1.1%
ValueCountFrequency (%)
0 4136
68.9%
1 348
 
5.8%
2 70
 
1.2%
3 206
 
3.4%
4 63
 
1.1%
ValueCountFrequency (%)
6 912
15.2%
5 265
 
4.4%
4 63
 
1.1%
3 206
 
3.4%
2 70
 
1.2%

이용개월수_당사기타_R6M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0295
Minimum0
Maximum6
Zeros5898
Zeros (%)98.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:11.242754image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3219425795
Coefficient of variation (CV)10.91330778
Kurtosis294.2547426
Mean0.0295
Median Absolute Deviation (MAD)0
Skewness16.35007998
Sum177
Variance0.1036470245
MonotonicityNot monotonic
2025-04-09T11:30:11.305246image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5898
98.3%
1 87
 
1.5%
6 15
 
0.2%
ValueCountFrequency (%)
0 5898
98.3%
1 87
 
1.5%
6 15
 
0.2%
ValueCountFrequency (%)
6 15
 
0.2%
1 87
 
1.5%
0 5898
98.3%

이용개월수_A페이_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2905
Minimum0
Maximum6
Zeros5578
Zeros (%)93.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:11.358260image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.180822654
Coefficient of variation (CV)4.06479399
Kurtosis16.26775984
Mean0.2905
Median Absolute Deviation (MAD)0
Skewness4.182558772
Sum1743
Variance1.39434214
MonotonicityNot monotonic
2025-04-09T11:30:11.405228image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5578
93.0%
6 186
 
3.1%
1 87
 
1.5%
4 69
 
1.1%
3 32
 
0.5%
5 24
 
0.4%
2 24
 
0.4%
ValueCountFrequency (%)
0 5578
93.0%
1 87
 
1.5%
2 24
 
0.4%
3 32
 
0.5%
4 69
 
1.1%
ValueCountFrequency (%)
6 186
3.1%
5 24
 
0.4%
4 69
 
1.1%
3 32
 
0.5%
2 24
 
0.4%

이용개월수_B페이_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.04183333333
Minimum0
Maximum6
Zeros5826
Zeros (%)97.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:11.458627image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3099989066
Coefficient of variation (CV)7.410332429
Kurtosis188.6981083
Mean0.04183333333
Median Absolute Deviation (MAD)0
Skewness12.14750828
Sum251
Variance0.09609932211
MonotonicityNot monotonic
2025-04-09T11:30:11.527631image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5826
97.1%
1 140
 
2.3%
2 19
 
0.3%
5 5
 
0.1%
6 5
 
0.1%
4 3
 
0.1%
3 2
 
< 0.1%
ValueCountFrequency (%)
0 5826
97.1%
1 140
 
2.3%
2 19
 
0.3%
3 2
 
< 0.1%
4 3
 
0.1%
ValueCountFrequency (%)
6 5
 
0.1%
5 5
 
0.1%
4 3
 
0.1%
3 2
 
< 0.1%
2 19
0.3%

이용개월수_C페이_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.02533333333
Minimum0
Maximum6
Zeros5899
Zeros (%)98.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:11.574511image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2422835923
Coefficient of variation (CV)9.563826013
Kurtosis272.9979324
Mean0.02533333333
Median Absolute Deviation (MAD)0
Skewness14.69241528
Sum152
Variance0.05870133911
MonotonicityNot monotonic
2025-04-09T11:30:11.627894image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5899
98.3%
1 77
 
1.3%
2 12
 
0.2%
3 4
 
0.1%
4 3
 
0.1%
5 3
 
0.1%
6 2
 
< 0.1%
ValueCountFrequency (%)
0 5899
98.3%
1 77
 
1.3%
2 12
 
0.2%
3 4
 
0.1%
4 3
 
0.1%
ValueCountFrequency (%)
6 2
 
< 0.1%
5 3
 
0.1%
4 3
 
0.1%
3 4
 
0.1%
2 12
0.2%

이용개월수_D페이_R6M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0325
Minimum0
Maximum3
Zeros5809
Zeros (%)96.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:11.690403image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1819778448
Coefficient of variation (CV)5.599318301
Kurtosis38.42210472
Mean0.0325
Median Absolute Deviation (MAD)0
Skewness5.850130568
Sum195
Variance0.03311593599
MonotonicityNot monotonic
2025-04-09T11:30:11.743851image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5809
96.8%
1 188
 
3.1%
2 2
 
< 0.1%
3 1
 
< 0.1%
ValueCountFrequency (%)
0 5809
96.8%
1 188
 
3.1%
2 2
 
< 0.1%
3 1
 
< 0.1%
ValueCountFrequency (%)
3 1
 
< 0.1%
2 2
 
< 0.1%
1 188
 
3.1%
0 5809
96.8%

이용금액_간편결제_R6M
Real number (ℝ)

Zeros 

Distinct1720
Distinct (%)28.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3494.356
Minimum0
Maximum185937
Zeros4171
Zeros (%)69.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:11.821976image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31596.5
95-th percentile17150.55
Maximum185937
Range185937
Interquartile range (IQR)1596.5

Descriptive statistics

Standard deviation11521.56176
Coefficient of variation (CV)3.297191746
Kurtosis80.09024453
Mean3494.356
Median Absolute Deviation (MAD)0
Skewness7.712747975
Sum20966136
Variance132746385.4
MonotonicityNot monotonic
2025-04-09T11:30:11.891192image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4171
69.5%
694 3
 
0.1%
864 3
 
0.1%
814 3
 
0.1%
1114 3
 
0.1%
2831 3
 
0.1%
9879 3
 
0.1%
15156 2
 
< 0.1%
1159 2
 
< 0.1%
1286 2
 
< 0.1%
Other values (1710) 1805
30.1%
ValueCountFrequency (%)
0 4171
69.5%
255 1
 
< 0.1%
256 1
 
< 0.1%
273 1
 
< 0.1%
314 1
 
< 0.1%
ValueCountFrequency (%)
185937 1
< 0.1%
179001 1
< 0.1%
163398 1
< 0.1%
162773 1
< 0.1%
153459 1
< 0.1%

이용금액_A페이_R6M
Real number (ℝ)

Zeros 

Distinct420
Distinct (%)7.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean539.9771667
Minimum0
Maximum47384
Zeros5571
Zeros (%)92.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:11.975837image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2164.25
Maximum47384
Range47384
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2869.031516
Coefficient of variation (CV)5.313245991
Kurtosis72.12929097
Mean539.9771667
Median Absolute Deviation (MAD)0
Skewness7.676679798
Sum3239863
Variance8231341.84
MonotonicityNot monotonic
2025-04-09T11:30:12.044944image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5571
92.8%
1930 2
 
< 0.1%
3084 2
 
< 0.1%
2266 2
 
< 0.1%
4708 2
 
< 0.1%
1179 2
 
< 0.1%
9688 2
 
< 0.1%
2640 2
 
< 0.1%
10592 2
 
< 0.1%
1864 2
 
< 0.1%
Other values (410) 411
 
6.9%
ValueCountFrequency (%)
0 5571
92.8%
599 1
 
< 0.1%
619 1
 
< 0.1%
687 2
 
< 0.1%
724 1
 
< 0.1%
ValueCountFrequency (%)
47384 1
< 0.1%
45597 1
< 0.1%
37969 1
< 0.1%
35691 1
< 0.1%
34457 1
< 0.1%

이용금액_B페이_R6M
Real number (ℝ)

Zeros 

Distinct159
Distinct (%)2.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean53.86283333
Minimum0
Maximum4224
Zeros5825
Zeros (%)97.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:12.123061image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum4224
Range4224
Interquartile range (IQR)0

Descriptive statistics

Standard deviation338.9233933
Coefficient of variation (CV)6.292342462
Kurtosis58.21136955
Mean53.86283333
Median Absolute Deviation (MAD)0
Skewness7.243050427
Sum323177
Variance114869.0665
MonotonicityNot monotonic
2025-04-09T11:30:12.190929image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5825
97.1%
1175 3
 
0.1%
1577 3
 
0.1%
1674 2
 
< 0.1%
1537 2
 
< 0.1%
1781 2
 
< 0.1%
1454 2
 
< 0.1%
681 2
 
< 0.1%
1557 2
 
< 0.1%
1654 2
 
< 0.1%
Other values (149) 155
 
2.6%
ValueCountFrequency (%)
0 5825
97.1%
595 1
 
< 0.1%
645 1
 
< 0.1%
647 1
 
< 0.1%
660 1
 
< 0.1%
ValueCountFrequency (%)
4224 1
< 0.1%
4109 1
< 0.1%
3982 1
< 0.1%
3943 1
< 0.1%
3897 1
< 0.1%

이용금액_C페이_R6M
Real number (ℝ)

Zeros 

Distinct98
Distinct (%)1.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19.00616667
Minimum0
Maximum2946
Zeros5900
Zeros (%)98.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:12.273012image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2946
Range2946
Interquartile range (IQR)0

Descriptive statistics

Standard deviation165.7100795
Coefficient of variation (CV)8.718753358
Kurtosis130.6568319
Mean19.00616667
Median Absolute Deviation (MAD)0
Skewness10.69098356
Sum114037
Variance27459.83043
MonotonicityNot monotonic
2025-04-09T11:30:12.347185image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5900
98.3%
582 2
 
< 0.1%
783 2
 
< 0.1%
933 2
 
< 0.1%
2006 1
 
< 0.1%
1573 1
 
< 0.1%
2233 1
 
< 0.1%
2427 1
 
< 0.1%
832 1
 
< 0.1%
1487 1
 
< 0.1%
Other values (88) 88
 
1.5%
ValueCountFrequency (%)
0 5900
98.3%
405 1
 
< 0.1%
454 1
 
< 0.1%
467 1
 
< 0.1%
473 1
 
< 0.1%
ValueCountFrequency (%)
2946 1
< 0.1%
2928 1
< 0.1%
2623 1
< 0.1%
2429 1
< 0.1%
2427 1
< 0.1%

이용금액_D페이_R6M
Real number (ℝ)

Zeros 

Distinct150
Distinct (%)2.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19.34016667
Minimum0
Maximum1113
Zeros5805
Zeros (%)96.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:12.428035image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1113
Range1113
Interquartile range (IQR)0

Descriptive statistics

Standard deviation107.9187141
Coefficient of variation (CV)5.580030203
Kurtosis31.58460121
Mean19.34016667
Median Absolute Deviation (MAD)0
Skewness5.656423097
Sum116041
Variance11646.44886
MonotonicityNot monotonic
2025-04-09T11:30:12.499396image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5805
96.8%
631 4
 
0.1%
613 3
 
0.1%
533 3
 
0.1%
637 3
 
0.1%
441 3
 
0.1%
716 3
 
0.1%
432 3
 
0.1%
624 2
 
< 0.1%
501 2
 
< 0.1%
Other values (140) 169
 
2.8%
ValueCountFrequency (%)
0 5805
96.8%
287 1
 
< 0.1%
304 1
 
< 0.1%
306 1
 
< 0.1%
369 1
 
< 0.1%
ValueCountFrequency (%)
1113 1
< 0.1%
1004 1
< 0.1%
882 1
< 0.1%
856 1
< 0.1%
846 1
< 0.1%

이용건수_간편결제_R6M
Real number (ℝ)

Zeros 

Distinct28
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.641833333
Minimum0
Maximum27
Zeros4196
Zeros (%)69.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:12.573625image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q33
95-th percentile14
Maximum27
Range27
Interquartile range (IQR)3

Descriptive statistics

Standard deviation5.177581597
Coefficient of variation (CV)1.959844148
Kurtosis4.21394151
Mean2.641833333
Median Absolute Deviation (MAD)0
Skewness2.164687641
Sum15851
Variance26.8073512
MonotonicityNot monotonic
2025-04-09T11:30:12.635035image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=28)
ValueCountFrequency (%)
0 4196
69.9%
12 178
 
3.0%
2 175
 
2.9%
3 150
 
2.5%
11 138
 
2.3%
6 118
 
2.0%
4 115
 
1.9%
5 105
 
1.8%
9 104
 
1.7%
1 103
 
1.7%
Other values (18) 618
 
10.3%
ValueCountFrequency (%)
0 4196
69.9%
1 103
 
1.7%
2 175
 
2.9%
3 150
 
2.5%
4 115
 
1.9%
ValueCountFrequency (%)
27 2
 
< 0.1%
26 4
 
0.1%
25 15
0.2%
24 23
0.4%
23 17
0.3%

이용건수_A페이_R6M
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3868333333
Minimum0
Maximum12
Zeros5576
Zeros (%)92.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:12.695549image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.525641254
Coefficient of variation (CV)3.943923965
Kurtosis18.1894029
Mean0.3868333333
Median Absolute Deviation (MAD)0
Skewness4.243746784
Sum2321
Variance2.327581236
MonotonicityNot monotonic
2025-04-09T11:30:12.753756image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0 5576
92.9%
6 87
 
1.5%
4 74
 
1.2%
3 65
 
1.1%
7 46
 
0.8%
5 45
 
0.8%
8 31
 
0.5%
9 28
 
0.5%
2 22
 
0.4%
10 11
 
0.2%
Other values (3) 15
 
0.2%
ValueCountFrequency (%)
0 5576
92.9%
1 6
 
0.1%
2 22
 
0.4%
3 65
 
1.1%
4 74
 
1.2%
ValueCountFrequency (%)
12 2
 
< 0.1%
11 7
 
0.1%
10 11
 
0.2%
9 28
0.5%
8 31
0.5%

이용건수_B페이_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.05883333333
Minimum0
Maximum6
Zeros5836
Zeros (%)97.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:12.816281image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.456880833
Coefficient of variation (CV)7.765679881
Kurtosis115.2428156
Mean0.05883333333
Median Absolute Deviation (MAD)0
Skewness10.23684551
Sum353
Variance0.2087400956
MonotonicityNot monotonic
2025-04-09T11:30:12.869258image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5836
97.3%
1 103
 
1.7%
6 18
 
0.3%
2 14
 
0.2%
4 11
 
0.2%
3 10
 
0.2%
5 8
 
0.1%
ValueCountFrequency (%)
0 5836
97.3%
1 103
 
1.7%
2 14
 
0.2%
3 10
 
0.2%
4 11
 
0.2%
ValueCountFrequency (%)
6 18
0.3%
5 8
0.1%
4 11
0.2%
3 10
0.2%
2 14
0.2%

이용건수_C페이_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03316666667
Minimum0
Maximum6
Zeros5902
Zeros (%)98.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:12.931776image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3153038878
Coefficient of variation (CV)9.506649883
Kurtosis168.8966426
Mean0.03316666667
Median Absolute Deviation (MAD)0
Skewness12.23206842
Sum199
Variance0.09941654165
MonotonicityNot monotonic
2025-04-09T11:30:12.984842image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5902
98.4%
1 56
 
0.9%
2 12
 
0.2%
3 12
 
0.2%
4 9
 
0.1%
5 7
 
0.1%
6 2
 
< 0.1%
ValueCountFrequency (%)
0 5902
98.4%
1 56
 
0.9%
2 12
 
0.2%
3 12
 
0.2%
4 9
 
0.1%
ValueCountFrequency (%)
6 2
 
< 0.1%
5 7
0.1%
4 9
0.1%
3 12
0.2%
2 12
0.2%

이용건수_D페이_R6M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.02683333333
Minimum0
Maximum3
Zeros5849
Zeros (%)97.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:13.031617image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1735463203
Coefficient of variation (CV)6.46756473
Kurtosis66.06953677
Mean0.02683333333
Median Absolute Deviation (MAD)0
Skewness7.348316152
Sum161
Variance0.03011832528
MonotonicityNot monotonic
2025-04-09T11:30:13.085080image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5849
97.5%
1 143
 
2.4%
2 6
 
0.1%
3 2
 
< 0.1%
ValueCountFrequency (%)
0 5849
97.5%
1 143
 
2.4%
2 6
 
0.1%
3 2
 
< 0.1%
ValueCountFrequency (%)
3 2
 
< 0.1%
2 6
 
0.1%
1 143
 
2.4%
0 5849
97.5%

이용금액_간편결제_R3M
Real number (ℝ)

Zeros 

Distinct1411
Distinct (%)23.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1561.029
Minimum0
Maximum89708
Zeros4454
Zeros (%)74.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:13.169498image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3788.5
95-th percentile7672.05
Maximum89708
Range89708
Interquartile range (IQR)788.5

Descriptive statistics

Standard deviation4840.052058
Coefficient of variation (CV)3.100552301
Kurtosis87.44761169
Mean1561.029
Median Absolute Deviation (MAD)0
Skewness7.719080697
Sum9366174
Variance23426103.93
MonotonicityNot monotonic
2025-04-09T11:30:13.231907image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4454
74.2%
4847 3
 
0.1%
2608 3
 
0.1%
917 3
 
0.1%
4221 3
 
0.1%
3711 3
 
0.1%
924 3
 
0.1%
2263 3
 
0.1%
814 3
 
0.1%
3194 3
 
0.1%
Other values (1401) 1519
 
25.3%
ValueCountFrequency (%)
0 4454
74.2%
256 1
 
< 0.1%
341 1
 
< 0.1%
355 1
 
< 0.1%
416 1
 
< 0.1%
ValueCountFrequency (%)
89708 1
< 0.1%
81998 1
< 0.1%
77940 1
< 0.1%
71211 1
< 0.1%
65854 1
< 0.1%

이용금액_A페이_R3M
Real number (ℝ)

Zeros 

Distinct364
Distinct (%)6.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean260.631
Minimum0
Maximum16907
Zeros5627
Zeros (%)93.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:13.316565image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1519.95
Maximum16907
Range16907
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1290.298779
Coefficient of variation (CV)4.95067271
Kurtosis51.04654152
Mean260.631
Median Absolute Deviation (MAD)0
Skewness6.597749983
Sum1563786
Variance1664870.939
MonotonicityNot monotonic
2025-04-09T11:30:13.385346image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5627
93.8%
1480 3
 
0.1%
1930 2
 
< 0.1%
1839 2
 
< 0.1%
1243 2
 
< 0.1%
8091 2
 
< 0.1%
1606 2
 
< 0.1%
3163 2
 
< 0.1%
843 2
 
< 0.1%
2536 2
 
< 0.1%
Other values (354) 354
 
5.9%
ValueCountFrequency (%)
0 5627
93.8%
687 1
 
< 0.1%
723 1
 
< 0.1%
729 1
 
< 0.1%
731 1
 
< 0.1%
ValueCountFrequency (%)
16907 1
< 0.1%
16626 1
< 0.1%
15495 1
< 0.1%
14629 1
< 0.1%
13704 1
< 0.1%

이용금액_B페이_R3M
Real number (ℝ)

Zeros 

Distinct111
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean29.6485
Minimum0
Maximum2146
Zeros5865
Zeros (%)97.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:13.470228image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2146
Range2146
Interquartile range (IQR)0

Descriptive statistics

Standard deviation208.0835828
Coefficient of variation (CV)7.018351105
Kurtosis60.55030049
Mean29.6485
Median Absolute Deviation (MAD)0
Skewness7.611482552
Sum177891
Variance43298.77741
MonotonicityNot monotonic
2025-04-09T11:30:13.532670image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5865
97.8%
684 6
 
0.1%
681 3
 
0.1%
1175 3
 
0.1%
1177 2
 
< 0.1%
675 2
 
< 0.1%
1393 2
 
< 0.1%
1252 2
 
< 0.1%
732 2
 
< 0.1%
1078 2
 
< 0.1%
Other values (101) 111
 
1.8%
ValueCountFrequency (%)
0 5865
97.8%
585 1
 
< 0.1%
595 1
 
< 0.1%
645 1
 
< 0.1%
647 2
 
< 0.1%
ValueCountFrequency (%)
2146 1
< 0.1%
2132 1
< 0.1%
2113 1
< 0.1%
2109 1
< 0.1%
2100 1
< 0.1%

이용금액_C페이_R3M
Real number (ℝ)

Zeros 

Distinct84
Distinct (%)1.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.39433333
Minimum0
Maximum1785
Zeros5913
Zeros (%)98.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:13.617272image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1785
Range1785
Interquartile range (IQR)0

Descriptive statistics

Standard deviation118.6123812
Coefficient of variation (CV)8.855415069
Kurtosis102.9521578
Mean13.39433333
Median Absolute Deviation (MAD)0
Skewness9.813923182
Sum80366
Variance14068.89698
MonotonicityNot monotonic
2025-04-09T11:30:13.702010image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5913
98.6%
1282 2
 
< 0.1%
915 2
 
< 0.1%
582 2
 
< 0.1%
898 2
 
< 0.1%
1335 1
 
< 0.1%
1342 1
 
< 0.1%
1314 1
 
< 0.1%
1584 1
 
< 0.1%
1235 1
 
< 0.1%
Other values (74) 74
 
1.2%
ValueCountFrequency (%)
0 5913
98.6%
405 1
 
< 0.1%
429 1
 
< 0.1%
435 1
 
< 0.1%
442 1
 
< 0.1%
ValueCountFrequency (%)
1785 1
< 0.1%
1713 1
< 0.1%
1657 1
< 0.1%
1584 1
< 0.1%
1537 1
< 0.1%

이용금액_D페이_R3M
Real number (ℝ)

Zeros 

Distinct60
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.175166667
Minimum0
Maximum882
Zeros5921
Zeros (%)98.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:13.786669image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum882
Range882
Interquartile range (IQR)0

Descriptive statistics

Standard deviation54.43568704
Coefficient of variation (CV)8.815257949
Kurtosis84.69399178
Mean6.175166667
Median Absolute Deviation (MAD)0
Skewness9.0698526
Sum37051
Variance2963.244024
MonotonicityNot monotonic
2025-04-09T11:30:13.871309image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5921
98.7%
432 3
 
0.1%
441 3
 
0.1%
467 3
 
0.1%
473 2
 
< 0.1%
501 2
 
< 0.1%
452 2
 
< 0.1%
412 2
 
< 0.1%
463 2
 
< 0.1%
533 2
 
< 0.1%
Other values (50) 58
 
1.0%
ValueCountFrequency (%)
0 5921
98.7%
246 1
 
< 0.1%
248 1
 
< 0.1%
280 1
 
< 0.1%
287 1
 
< 0.1%
ValueCountFrequency (%)
882 1
< 0.1%
807 1
< 0.1%
590 1
< 0.1%
586 1
< 0.1%
582 1
< 0.1%

이용건수_간편결제_R3M
Real number (ℝ)

Zeros 

Distinct15
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.408
Minimum0
Maximum14
Zeros4458
Zeros (%)74.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:13.933828image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile7
Maximum14
Range14
Interquartile range (IQR)1

Descriptive statistics

Standard deviation2.753930528
Coefficient of variation (CV)1.955916569
Kurtosis3.155829893
Mean1.408
Median Absolute Deviation (MAD)0
Skewness1.968728368
Sum8448
Variance7.584133356
MonotonicityNot monotonic
2025-04-09T11:30:14.002866image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=15)
ValueCountFrequency (%)
0 4458
74.3%
6 517
 
8.6%
3 193
 
3.2%
2 168
 
2.8%
5 157
 
2.6%
4 130
 
2.2%
9 107
 
1.8%
1 55
 
0.9%
12 51
 
0.9%
7 47
 
0.8%
Other values (5) 117
 
1.9%
ValueCountFrequency (%)
0 4458
74.3%
1 55
 
0.9%
2 168
 
2.8%
3 193
 
3.2%
4 130
 
2.2%
ValueCountFrequency (%)
14 2
 
< 0.1%
13 15
 
0.2%
12 51
0.9%
11 26
0.4%
10 33
0.5%

이용건수_A페이_R3M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1758333333
Minimum0
Maximum6
Zeros5645
Zeros (%)94.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:14.056240image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.7293864817
Coefficient of variation (CV)4.148169564
Kurtosis17.10789689
Mean0.1758333333
Median Absolute Deviation (MAD)0
Skewness4.202245173
Sum1055
Variance0.5320046397
MonotonicityNot monotonic
2025-04-09T11:30:14.118748image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5645
94.1%
3 247
 
4.1%
2 37
 
0.6%
4 28
 
0.5%
1 22
 
0.4%
5 20
 
0.3%
6 1
 
< 0.1%
ValueCountFrequency (%)
0 5645
94.1%
1 22
 
0.4%
2 37
 
0.6%
3 247
 
4.1%
4 28
 
0.5%
ValueCountFrequency (%)
6 1
 
< 0.1%
5 20
 
0.3%
4 28
 
0.5%
3 247
4.1%
2 37
 
0.6%

이용건수_B페이_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0445
Minimum0
Maximum3
Zeros5869
Zeros (%)97.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:14.172221image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3274206531
Coefficient of variation (CV)7.357767484
Kurtosis66.13782746
Mean0.0445
Median Absolute Deviation (MAD)0
Skewness8.040922739
Sum267
Variance0.107204284
MonotonicityNot monotonic
2025-04-09T11:30:14.219173image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5869
97.8%
3 58
 
1.0%
1 53
 
0.9%
2 20
 
0.3%
ValueCountFrequency (%)
0 5869
97.8%
1 53
 
0.9%
2 20
 
0.3%
3 58
 
1.0%
ValueCountFrequency (%)
3 58
 
1.0%
2 20
 
0.3%
1 53
 
0.9%
0 5869
97.8%

이용건수_C페이_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.027
Minimum0
Maximum3
Zeros5910
Zeros (%)98.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:14.287781image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2421034951
Coefficient of variation (CV)8.966796116
Kurtosis109.919157
Mean0.027
Median Absolute Deviation (MAD)0
Skewness10.16903492
Sum162
Variance0.05861410235
MonotonicityNot monotonic
2025-04-09T11:30:14.334653image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5910
98.5%
1 43
 
0.7%
3 25
 
0.4%
2 22
 
0.4%
ValueCountFrequency (%)
0 5910
98.5%
1 43
 
0.7%
2 22
 
0.4%
3 25
 
0.4%
ValueCountFrequency (%)
3 25
 
0.4%
2 22
 
0.4%
1 43
 
0.7%
0 5910
98.5%

이용건수_D페이_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.009333333333
Minimum0
Maximum3
Zeros5949
Zeros (%)99.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:14.387952image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1060570455
Coefficient of variation (CV)11.36325488
Kurtosis224.3386086
Mean0.009333333333
Median Absolute Deviation (MAD)0
Skewness13.43373431
Sum56
Variance0.01124809691
MonotonicityNot monotonic
2025-04-09T11:30:14.456957image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5949
99.2%
1 47
 
0.8%
2 3
 
0.1%
3 1
 
< 0.1%
ValueCountFrequency (%)
0 5949
99.2%
1 47
 
0.8%
2 3
 
0.1%
3 1
 
< 0.1%
ValueCountFrequency (%)
3 1
 
< 0.1%
2 3
 
0.1%
1 47
 
0.8%
0 5949
99.2%

이용금액_간편결제_B0M
Real number (ℝ)

Zeros 

Distinct1071
Distinct (%)17.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean492.6495
Minimum0
Maximum20668
Zeros4594
Zeros (%)76.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:14.519465image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2470.55
Maximum20668
Range20668
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1369.235017
Coefficient of variation (CV)2.779328948
Kurtosis55.13403611
Mean492.6495
Median Absolute Deviation (MAD)0
Skewness6.135823805
Sum2955897
Variance1874804.531
MonotonicityNot monotonic
2025-04-09T11:30:14.588078image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4594
76.6%
1164 6
 
0.1%
1143 6
 
0.1%
1554 5
 
0.1%
1296 5
 
0.1%
850 4
 
0.1%
1033 4
 
0.1%
874 4
 
0.1%
1651 4
 
0.1%
1304 4
 
0.1%
Other values (1061) 1364
 
22.7%
ValueCountFrequency (%)
0 4594
76.6%
463 1
 
< 0.1%
468 1
 
< 0.1%
516 1
 
< 0.1%
519 1
 
< 0.1%
ValueCountFrequency (%)
20668 1
< 0.1%
18378 1
< 0.1%
17097 1
< 0.1%
16702 1
< 0.1%
16412 1
< 0.1%

이용금액_A페이_B0M
Real number (ℝ)

Zeros 

Distinct298
Distinct (%)5.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean85.207
Minimum0
Maximum4931
Zeros5675
Zeros (%)94.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:14.672713image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile782.6
Maximum4931
Range4931
Interquartile range (IQR)0

Descriptive statistics

Standard deviation409.2719769
Coefficient of variation (CV)4.803267066
Kurtosis39.90492762
Mean85.207
Median Absolute Deviation (MAD)0
Skewness5.914489248
Sum511242
Variance167503.5511
MonotonicityNot monotonic
2025-04-09T11:30:14.750838image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5675
94.6%
3054 2
 
< 0.1%
999 2
 
< 0.1%
1049 2
 
< 0.1%
840 2
 
< 0.1%
1434 2
 
< 0.1%
2962 2
 
< 0.1%
1353 2
 
< 0.1%
963 2
 
< 0.1%
1636 2
 
< 0.1%
Other values (288) 307
 
5.1%
ValueCountFrequency (%)
0 5675
94.6%
551 1
 
< 0.1%
619 1
 
< 0.1%
639 2
 
< 0.1%
640 1
 
< 0.1%
ValueCountFrequency (%)
4931 1
< 0.1%
4562 1
< 0.1%
4334 1
< 0.1%
4165 1
< 0.1%
4014 1
< 0.1%

이용금액_B페이_B0M
Real number (ℝ)

Zeros 

Distinct58
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.628
Minimum0
Maximum758
Zeros5914
Zeros (%)98.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:14.819848image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum758
Range758
Interquartile range (IQR)0

Descriptive statistics

Standard deviation79.95585515
Coefficient of variation (CV)8.304513414
Kurtosis65.58167096
Mean9.628
Median Absolute Deviation (MAD)0
Skewness8.207970848
Sum57768
Variance6392.938772
MonotonicityNot monotonic
2025-04-09T11:30:14.904520image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5914
98.6%
684 4
 
0.1%
668 4
 
0.1%
682 3
 
0.1%
653 3
 
0.1%
670 3
 
0.1%
674 3
 
0.1%
645 3
 
0.1%
599 2
 
< 0.1%
626 2
 
< 0.1%
Other values (48) 59
 
1.0%
ValueCountFrequency (%)
0 5914
98.6%
581 1
 
< 0.1%
585 1
 
< 0.1%
595 1
 
< 0.1%
599 2
 
< 0.1%
ValueCountFrequency (%)
758 1
< 0.1%
749 1
< 0.1%
748 1
< 0.1%
746 1
< 0.1%
745 1
< 0.1%

이용금액_C페이_B0M
Real number (ℝ)

Zeros 

Distinct58
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.52
Minimum0
Maximum663
Zeros5932
Zeros (%)98.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:14.973533image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum663
Range663
Interquartile range (IQR)0

Descriptive statistics

Standard deviation52.13642969
Coefficient of variation (CV)9.445005379
Kurtosis91.73605334
Mean5.52
Median Absolute Deviation (MAD)0
Skewness9.56269972
Sum33120
Variance2718.207301
MonotonicityNot monotonic
2025-04-09T11:30:15.058190image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5932
98.9%
499 3
 
0.1%
421 2
 
< 0.1%
616 2
 
< 0.1%
451 2
 
< 0.1%
507 2
 
< 0.1%
494 2
 
< 0.1%
442 2
 
< 0.1%
413 2
 
< 0.1%
467 2
 
< 0.1%
Other values (48) 49
 
0.8%
ValueCountFrequency (%)
0 5932
98.9%
345 1
 
< 0.1%
362 1
 
< 0.1%
374 1
 
< 0.1%
393 1
 
< 0.1%
ValueCountFrequency (%)
663 1
< 0.1%
660 1
< 0.1%
653 1
< 0.1%
634 1
< 0.1%
619 1
< 0.1%

이용금액_D페이_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct10
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5195
Minimum0
Maximum306
Zeros5989
Zeros (%)99.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:15.120728image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum306
Range306
Interquartile range (IQR)0

Descriptive statistics

Standard deviation12.15181321
Coefficient of variation (CV)23.39136324
Kurtosis550.7172105
Mean0.5195
Median Absolute Deviation (MAD)0
Skewness23.45714822
Sum3117
Variance147.6665642
MonotonicityNot monotonic
2025-04-09T11:30:15.174325image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
0 5989
99.8%
280 3
 
0.1%
304 1
 
< 0.1%
306 1
 
< 0.1%
299 1
 
< 0.1%
285 1
 
< 0.1%
287 1
 
< 0.1%
302 1
 
< 0.1%
248 1
 
< 0.1%
246 1
 
< 0.1%
ValueCountFrequency (%)
0 5989
99.8%
246 1
 
< 0.1%
248 1
 
< 0.1%
280 3
 
0.1%
285 1
 
< 0.1%
ValueCountFrequency (%)
306 1
< 0.1%
304 1
< 0.1%
302 1
< 0.1%
299 1
< 0.1%
287 1
< 0.1%

이용건수_간편결제_B0M
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4965
Minimum0
Maximum5
Zeros4596
Zeros (%)76.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:15.236837image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.969438524
Coefficient of variation (CV)1.952544862
Kurtosis2.287046206
Mean0.4965
Median Absolute Deviation (MAD)0
Skewness1.806974302
Sum2979
Variance0.9398110518
MonotonicityNot monotonic
2025-04-09T11:30:15.289925image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0 4596
76.6%
2 895
 
14.9%
1 219
 
3.6%
3 194
 
3.2%
4 92
 
1.5%
5 4
 
0.1%
ValueCountFrequency (%)
0 4596
76.6%
1 219
 
3.6%
2 895
 
14.9%
3 194
 
3.2%
4 92
 
1.5%
ValueCountFrequency (%)
5 4
 
0.1%
4 92
 
1.5%
3 194
 
3.2%
2 895
14.9%
1 219
 
3.6%

이용건수_A페이_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.04883333333
Minimum0
Maximum1
Zeros5707
Zeros (%)95.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:15.353033image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2155374251
Coefficient of variation (CV)4.413735668
Kurtosis15.54310556
Mean0.04883333333
Median Absolute Deviation (MAD)0
Skewness4.18783054
Sum293
Variance0.04645638162
MonotonicityNot monotonic
2025-04-09T11:30:15.405423image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5707
95.1%
1 293
 
4.9%
ValueCountFrequency (%)
0 5707
95.1%
1 293
 
4.9%
ValueCountFrequency (%)
1 293
 
4.9%
0 5707
95.1%

이용건수_B페이_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.015
Minimum0
Maximum1
Zeros5910
Zeros (%)98.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:15.458915image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1215625884
Coefficient of variation (CV)8.104172563
Kurtosis61.7343282
Mean0.015
Median Absolute Deviation (MAD)0
Skewness7.982089338
Sum90
Variance0.01477746291
MonotonicityNot monotonic
2025-04-09T11:30:15.537153image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5910
98.5%
1 90
 
1.5%
ValueCountFrequency (%)
0 5910
98.5%
1 90
 
1.5%
ValueCountFrequency (%)
1 90
 
1.5%
0 5910
98.5%

이용건수_C페이_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.01166666667
Minimum0
Maximum1
Zeros5930
Zeros (%)98.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:15.590247image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1073893739
Coefficient of variation (CV)9.204803481
Kurtosis80.79440289
Mean0.01166666667
Median Absolute Deviation (MAD)0
Skewness9.097662971
Sum70
Variance0.01153247764
MonotonicityNot monotonic
2025-04-09T11:30:15.652755image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5930
98.8%
1 70
 
1.2%
ValueCountFrequency (%)
0 5930
98.8%
1 70
 
1.2%
ValueCountFrequency (%)
1 70
 
1.2%
0 5930
98.8%

이용건수_D페이_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.001666666667
Minimum0
Maximum1
Zeros5990
Zeros (%)99.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:15.705752image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.04079419383
Coefficient of variation (CV)24.4765163
Kurtosis595.4988025
Mean0.001666666667
Median Absolute Deviation (MAD)0
Skewness24.43972797
Sum10
Variance0.00166416625
MonotonicityNot monotonic
2025-04-09T11:30:15.759135image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5990
99.8%
1 10
 
0.2%
ValueCountFrequency (%)
0 5990
99.8%
1 10
 
0.2%
ValueCountFrequency (%)
1 10
 
0.2%
0 5990
99.8%

이용개월수_선결제_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.228
Minimum0
Maximum6
Zeros5498
Zeros (%)91.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:15.821687image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.9812457085
Coefficient of variation (CV)4.303709248
Kurtosis25.83715986
Mean0.228
Median Absolute Deviation (MAD)0
Skewness5.092242587
Sum1368
Variance0.9628431405
MonotonicityNot monotonic
2025-04-09T11:30:15.875223image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5498
91.6%
1 279
 
4.7%
6 135
 
2.2%
3 39
 
0.7%
4 23
 
0.4%
2 20
 
0.3%
5 6
 
0.1%
ValueCountFrequency (%)
0 5498
91.6%
1 279
 
4.7%
2 20
 
0.3%
3 39
 
0.7%
4 23
 
0.4%
ValueCountFrequency (%)
6 135
2.2%
5 6
 
0.1%
4 23
 
0.4%
3 39
 
0.7%
2 20
 
0.3%

이용횟수_선결제_R6M
Real number (ℝ)

Zeros 

Distinct14
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4166666667
Minimum0
Maximum13
Zeros5492
Zeros (%)91.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:15.937668image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3
Maximum13
Range13
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.716550799
Coefficient of variation (CV)4.119721918
Kurtosis25.06762279
Mean0.4166666667
Median Absolute Deviation (MAD)0
Skewness4.917497127
Sum2500
Variance2.946546647
MonotonicityNot monotonic
2025-04-09T11:30:16.006638image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%)
0 5492
91.5%
2 145
 
2.4%
1 57
 
0.9%
3 55
 
0.9%
5 36
 
0.6%
12 36
 
0.6%
4 30
 
0.5%
7 30
 
0.5%
9 29
 
0.5%
6 24
 
0.4%
Other values (4) 66
 
1.1%
ValueCountFrequency (%)
0 5492
91.5%
1 57
 
0.9%
2 145
 
2.4%
3 55
 
0.9%
4 30
 
0.5%
ValueCountFrequency (%)
13 1
 
< 0.1%
12 36
0.6%
11 22
0.4%
10 21
0.4%
9 29
0.5%

이용금액_선결제_R6M
Real number (ℝ)

Zeros 

Distinct504
Distinct (%)8.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1547.763167
Minimum0
Maximum86735
Zeros5489
Zeros (%)91.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:16.075647image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile8013.9
Maximum86735
Range86735
Interquartile range (IQR)0

Descriptive statistics

Standard deviation6883.973365
Coefficient of variation (CV)4.447691684
Kurtosis42.73950148
Mean1547.763167
Median Absolute Deviation (MAD)0
Skewness6.023903521
Sum9286579
Variance47389089.29
MonotonicityNot monotonic
2025-04-09T11:30:16.160333image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5489
91.5%
3790 3
 
0.1%
6476 2
 
< 0.1%
5558 2
 
< 0.1%
5672 2
 
< 0.1%
5644 2
 
< 0.1%
10674 2
 
< 0.1%
6655 2
 
< 0.1%
4061 1
 
< 0.1%
24270 1
 
< 0.1%
Other values (494) 494
 
8.2%
ValueCountFrequency (%)
0 5489
91.5%
2494 1
 
< 0.1%
3106 1
 
< 0.1%
3107 1
 
< 0.1%
3265 1
 
< 0.1%
ValueCountFrequency (%)
86735 1
< 0.1%
81298 1
< 0.1%
77645 1
< 0.1%
77276 1
< 0.1%
75752 1
< 0.1%

이용건수_선결제_R6M
Real number (ℝ)

Zeros 

Distinct111
Distinct (%)1.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.796
Minimum0
Maximum352
Zeros5633
Zeros (%)93.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:16.238581image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile8.1
Maximum352
Range352
Interquartile range (IQR)0

Descriptive statistics

Standard deviation33.43958859
Coefficient of variation (CV)5.769425222
Kurtosis53.19678125
Mean5.796
Median Absolute Deviation (MAD)0
Skewness7.063678894
Sum34776
Variance1118.206085
MonotonicityNot monotonic
2025-04-09T11:30:16.307681image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5633
93.9%
7 60
 
1.0%
18 45
 
0.8%
11 31
 
0.5%
93 9
 
0.1%
94 8
 
0.1%
97 7
 
0.1%
159 7
 
0.1%
95 7
 
0.1%
8 7
 
0.1%
Other values (101) 186
 
3.1%
ValueCountFrequency (%)
0 5633
93.9%
7 60
 
1.0%
8 7
 
0.1%
10 2
 
< 0.1%
11 31
 
0.5%
ValueCountFrequency (%)
352 1
< 0.1%
351 1
< 0.1%
322 1
< 0.1%
313 1
< 0.1%
309 1
< 0.1%

이용횟수_선결제_R3M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.211
Minimum0
Maximum6
Zeros5686
Zeros (%)94.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:16.376200image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1.05
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.9857184893
Coefficient of variation (CV)4.671651608
Kurtosis24.37301459
Mean0.211
Median Absolute Deviation (MAD)0
Skewness4.981438986
Sum1266
Variance0.9716409402
MonotonicityNot monotonic
2025-04-09T11:30:16.438796image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5686
94.8%
6 116
 
1.9%
2 82
 
1.4%
3 45
 
0.8%
5 29
 
0.5%
4 28
 
0.5%
1 14
 
0.2%
ValueCountFrequency (%)
0 5686
94.8%
1 14
 
0.2%
2 82
 
1.4%
3 45
 
0.8%
4 28
 
0.5%
ValueCountFrequency (%)
6 116
1.9%
5 29
 
0.5%
4 28
 
0.5%
3 45
 
0.8%
2 82
1.4%

이용금액_선결제_R3M
Real number (ℝ)

Zeros 

Distinct305
Distinct (%)5.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean672.8295
Minimum0
Maximum31823
Zeros5686
Zeros (%)94.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:16.507523image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4489
Maximum31823
Range31823
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3161.219149
Coefficient of variation (CV)4.698395581
Kurtosis27.77265946
Mean672.8295
Median Absolute Deviation (MAD)0
Skewness5.168164803
Sum4036977
Variance9993306.511
MonotonicityNot monotonic
2025-04-09T11:30:16.576232image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5686
94.8%
3790 3
 
0.1%
14879 2
 
< 0.1%
4739 2
 
< 0.1%
11571 2
 
< 0.1%
4680 2
 
< 0.1%
12616 2
 
< 0.1%
4892 2
 
< 0.1%
9680 2
 
< 0.1%
9573 2
 
< 0.1%
Other values (295) 295
 
4.9%
ValueCountFrequency (%)
0 5686
94.8%
3684 1
 
< 0.1%
3688 1
 
< 0.1%
3749 1
 
< 0.1%
3790 3
 
0.1%
ValueCountFrequency (%)
31823 1
< 0.1%
30459 1
< 0.1%
27806 1
< 0.1%
27579 1
< 0.1%
26674 1
< 0.1%

이용건수_선결제_R3M
Real number (ℝ)

Zeros 

Distinct52
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.032
Minimum0
Maximum253
Zeros5823
Zeros (%)97.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:16.660865image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum253
Range253
Interquartile range (IQR)0

Descriptive statistics

Standard deviation14.95171902
Coefficient of variation (CV)7.358129439
Kurtosis84.28549612
Mean2.032
Median Absolute Deviation (MAD)0
Skewness8.755990678
Sum12192
Variance223.5539017
MonotonicityNot monotonic
2025-04-09T11:30:16.738997image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5823
97.0%
11 31
 
0.5%
7 13
 
0.2%
42 11
 
0.2%
110 9
 
0.1%
41 7
 
0.1%
112 6
 
0.1%
109 6
 
0.1%
144 5
 
0.1%
21 5
 
0.1%
Other values (42) 84
 
1.4%
ValueCountFrequency (%)
0 5823
97.0%
7 13
 
0.2%
10 2
 
< 0.1%
11 31
 
0.5%
12 1
 
< 0.1%
ValueCountFrequency (%)
253 1
< 0.1%
191 1
< 0.1%
190 1
< 0.1%
188 1
< 0.1%
187 1
< 0.1%

이용횟수_선결제_B0M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.07316666667
Minimum0
Maximum2
Zeros5766
Zeros (%)96.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:16.792586image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3690112922
Coefficient of variation (CV)5.043434518
Kurtosis22.62144843
Mean0.07316666667
Median Absolute Deviation (MAD)0
Skewness4.935811928
Sum439
Variance0.1361693338
MonotonicityNot monotonic
2025-04-09T11:30:16.861238image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5766
96.1%
2 205
 
3.4%
1 29
 
0.5%
ValueCountFrequency (%)
0 5766
96.1%
1 29
 
0.5%
2 205
 
3.4%
ValueCountFrequency (%)
2 205
 
3.4%
1 29
 
0.5%
0 5766
96.1%

이용금액_선결제_B0M
Real number (ℝ)

Zeros 

Distinct230
Distinct (%)3.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean211.6966667
Minimum0
Maximum8699
Zeros5764
Zeros (%)96.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:16.923849image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum8699
Range8699
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1064.311697
Coefficient of variation (CV)5.027531676
Kurtosis24.2729435
Mean211.6966667
Median Absolute Deviation (MAD)0
Skewness5.018346205
Sum1270180
Variance1132759.389
MonotonicityNot monotonic
2025-04-09T11:30:17.008430image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5764
96.1%
5038 2
 
< 0.1%
4812 2
 
< 0.1%
6423 2
 
< 0.1%
5071 2
 
< 0.1%
4969 2
 
< 0.1%
4857 2
 
< 0.1%
5142 2
 
< 0.1%
6714 1
 
< 0.1%
4913 1
 
< 0.1%
Other values (220) 220
 
3.7%
ValueCountFrequency (%)
0 5764
96.1%
3561 1
 
< 0.1%
3580 1
 
< 0.1%
3666 1
 
< 0.1%
3778 1
 
< 0.1%
ValueCountFrequency (%)
8699 1
< 0.1%
8631 1
< 0.1%
8067 1
< 0.1%
8032 1
< 0.1%
7701 1
< 0.1%

이용건수_선결제_B0M
Real number (ℝ)

Zeros 

Distinct12
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5278333333
Minimum0
Maximum87
Zeros5912
Zeros (%)98.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:17.077519image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum87
Range87
Interquartile range (IQR)0

Descriptive statistics

Standard deviation5.222525357
Coefficient of variation (CV)9.8942697
Kurtosis130.392874
Mean0.5278333333
Median Absolute Deviation (MAD)0
Skewness11.06745501
Sum3167
Variance27.2747711
MonotonicityNot monotonic
2025-04-09T11:30:17.132191image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
0 5912
98.5%
7 32
 
0.5%
53 24
 
0.4%
38 10
 
0.2%
52 6
 
0.1%
54 6
 
0.1%
37 3
 
0.1%
85 2
 
< 0.1%
83 2
 
< 0.1%
87 1
 
< 0.1%
Other values (2) 2
 
< 0.1%
ValueCountFrequency (%)
0 5912
98.5%
7 32
 
0.5%
37 3
 
0.1%
38 10
 
0.2%
39 1
 
< 0.1%
ValueCountFrequency (%)
87 1
 
< 0.1%
85 2
 
< 0.1%
83 2
 
< 0.1%
82 1
 
< 0.1%
54 6
0.1%

이용횟수_연체_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.279
Minimum0
Maximum6
Zeros5248
Zeros (%)87.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:17.193091image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.8782297808
Coefficient of variation (CV)3.147776992
Kurtosis13.94872675
Mean0.279
Median Absolute Deviation (MAD)0
Skewness3.683478996
Sum1674
Variance0.7712875479
MonotonicityNot monotonic
2025-04-09T11:30:17.239964image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5248
87.5%
1 318
 
5.3%
2 174
 
2.9%
4 120
 
2.0%
3 92
 
1.5%
5 36
 
0.6%
6 12
 
0.2%
ValueCountFrequency (%)
0 5248
87.5%
1 318
 
5.3%
2 174
 
2.9%
3 92
 
1.5%
4 120
 
2.0%
ValueCountFrequency (%)
6 12
 
0.2%
5 36
 
0.6%
4 120
2.0%
3 92
1.5%
2 174
2.9%

이용금액_연체_R6M
Real number (ℝ)

Zeros 

Distinct690
Distinct (%)11.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean620.0005
Minimum0
Maximum40322
Zeros5269
Zeros (%)87.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:17.324624image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3455.05
Maximum40322
Range40322
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2564.037048
Coefficient of variation (CV)4.13554029
Kurtosis52.66955167
Mean620.0005
Median Absolute Deviation (MAD)0
Skewness6.428286694
Sum3720003
Variance6574285.981
MonotonicityNot monotonic
2025-04-09T11:30:17.393718image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5269
87.8%
1137 3
 
0.1%
1839 3
 
0.1%
1988 3
 
0.1%
2303 2
 
< 0.1%
1870 2
 
< 0.1%
1537 2
 
< 0.1%
1361 2
 
< 0.1%
1777 2
 
< 0.1%
1098 2
 
< 0.1%
Other values (680) 710
 
11.8%
ValueCountFrequency (%)
0 5269
87.8%
590 1
 
< 0.1%
608 1
 
< 0.1%
619 1
 
< 0.1%
657 1
 
< 0.1%
ValueCountFrequency (%)
40322 1
< 0.1%
35978 1
< 0.1%
31714 1
< 0.1%
28968 1
< 0.1%
27491 1
< 0.1%

이용횟수_연체_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0955
Minimum0
Maximum3
Zeros5684
Zeros (%)94.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:17.462759image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4397862951
Coefficient of variation (CV)4.605092095
Kurtosis25.2546925
Mean0.0955
Median Absolute Deviation (MAD)0
Skewness4.989868449
Sum573
Variance0.1934119853
MonotonicityNot monotonic
2025-04-09T11:30:17.525267image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5684
94.7%
2 129
 
2.1%
1 123
 
2.1%
3 64
 
1.1%
ValueCountFrequency (%)
0 5684
94.7%
1 123
 
2.1%
2 129
 
2.1%
3 64
 
1.1%
ValueCountFrequency (%)
3 64
 
1.1%
2 129
 
2.1%
1 123
 
2.1%
0 5684
94.7%

이용금액_연체_R3M
Real number (ℝ)

Zeros 

Distinct331
Distinct (%)5.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean224.4868333
Minimum0
Maximum12315
Zeros5661
Zeros (%)94.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:17.594282image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1449.05
Maximum12315
Range12315
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1061.95832
Coefficient of variation (CV)4.730604038
Kurtosis32.35260726
Mean224.4868333
Median Absolute Deviation (MAD)0
Skewness5.481922807
Sum1346921
Variance1127755.474
MonotonicityNot monotonic
2025-04-09T11:30:17.678925image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5661
94.3%
1637 3
 
0.1%
1825 2
 
< 0.1%
2524 2
 
< 0.1%
2858 2
 
< 0.1%
1533 2
 
< 0.1%
2923 2
 
< 0.1%
1640 2
 
< 0.1%
6612 2
 
< 0.1%
6957 1
 
< 0.1%
Other values (321) 321
 
5.3%
ValueCountFrequency (%)
0 5661
94.3%
782 1
 
< 0.1%
801 1
 
< 0.1%
872 1
 
< 0.1%
893 1
 
< 0.1%
ValueCountFrequency (%)
12315 1
< 0.1%
10913 1
< 0.1%
10481 1
< 0.1%
9952 1
< 0.1%
9433 1
< 0.1%

이용횟수_연체_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.02183333333
Minimum0
Maximum1
Zeros5869
Zeros (%)97.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:17.741428image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1461512878
Coefficient of variation (CV)6.693952112
Kurtosis40.85888835
Mean0.02183333333
Median Absolute Deviation (MAD)0
Skewness6.54562975
Sum131
Variance0.02136019892
MonotonicityNot monotonic
2025-04-09T11:30:17.794525image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5869
97.8%
1 131
 
2.2%
ValueCountFrequency (%)
0 5869
97.8%
1 131
 
2.2%
ValueCountFrequency (%)
1 131
 
2.2%
0 5869
97.8%

이용금액_연체_B0M
Real number (ℝ)

Zeros 

Distinct169
Distinct (%)2.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean55.87116667
Minimum0
Maximum2797
Zeros5827
Zeros (%)97.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:17.863759image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2797
Range2797
Interquartile range (IQR)0

Descriptive statistics

Standard deviation330.5248655
Coefficient of variation (CV)5.915839693
Kurtosis34.6336628
Mean55.87116667
Median Absolute Deviation (MAD)0
Skewness5.953882569
Sum335227
Variance109246.6867
MonotonicityNot monotonic
2025-04-09T11:30:17.926264image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5827
97.1%
1976 2
 
< 0.1%
2301 2
 
< 0.1%
2300 2
 
< 0.1%
1297 2
 
< 0.1%
1759 2
 
< 0.1%
2475 1
 
< 0.1%
2359 1
 
< 0.1%
2537 1
 
< 0.1%
1456 1
 
< 0.1%
Other values (159) 159
 
2.6%
ValueCountFrequency (%)
0 5827
97.1%
927 1
 
< 0.1%
994 1
 
< 0.1%
1087 1
 
< 0.1%
1172 1
 
< 0.1%
ValueCountFrequency (%)
2797 1
< 0.1%
2794 1
< 0.1%
2758 1
< 0.1%
2638 1
< 0.1%
2633 1
< 0.1%

이용개월수_전체_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.570833333
Minimum0
Maximum6
Zeros979
Zeros (%)16.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:17.994874image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q14
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)2

Descriptive statistics

Standard deviation2.343551012
Coefficient of variation (CV)0.512718544
Kurtosis-0.3036823585
Mean4.570833333
Median Absolute Deviation (MAD)0
Skewness-1.22652059
Sum27425
Variance5.492231344
MonotonicityNot monotonic
2025-04-09T11:30:18.057471image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 4068
67.8%
0 979
 
16.3%
5 275
 
4.6%
1 227
 
3.8%
4 192
 
3.2%
2 130
 
2.2%
3 129
 
2.1%
ValueCountFrequency (%)
0 979
16.3%
1 227
 
3.8%
2 130
 
2.2%
3 129
 
2.1%
4 192
 
3.2%
ValueCountFrequency (%)
6 4068
67.8%
5 275
 
4.6%
4 192
 
3.2%
3 129
 
2.1%
2 130
 
2.2%

이용개월수_전체_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.304833333
Minimum0
Maximum3
Zeros1215
Zeros (%)20.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:18.110450image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q33
95-th percentile3
Maximum3
Range3
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.22126651
Coefficient of variation (CV)0.52987194
Kurtosis-0.3095927643
Mean2.304833333
Median Absolute Deviation (MAD)0
Skewness-1.264548381
Sum13829
Variance1.491491888
MonotonicityNot monotonic
2025-04-09T11:30:18.163425image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
3 4452
74.2%
0 1215
 
20.2%
1 193
 
3.2%
2 140
 
2.3%
ValueCountFrequency (%)
0 1215
 
20.2%
1 193
 
3.2%
2 140
 
2.3%
3 4452
74.2%
ValueCountFrequency (%)
3 4452
74.2%
2 140
 
2.3%
1 193
 
3.2%
0 1215
 
20.2%

이용개월수_결제일_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.262833333
Minimum0
Maximum6
Zeros1139
Zeros (%)19.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:18.210407image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.442897173
Coefficient of variation (CV)0.5730688914
Kurtosis-0.9172468665
Mean4.262833333
Median Absolute Deviation (MAD)0
Skewness-0.9332115093
Sum25577
Variance5.967746597
MonotonicityNot monotonic
2025-04-09T11:30:18.263392image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 3537
59.0%
0 1139
 
19.0%
5 437
 
7.3%
1 271
 
4.5%
4 252
 
4.2%
2 201
 
3.4%
3 163
 
2.7%
ValueCountFrequency (%)
0 1139
19.0%
1 271
 
4.5%
2 201
 
3.4%
3 163
 
2.7%
4 252
 
4.2%
ValueCountFrequency (%)
6 3537
59.0%
5 437
 
7.3%
4 252
 
4.2%
3 163
 
2.7%
2 201
 
3.4%

이용개월수_결제일_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.160833333
Minimum0
Maximum3
Zeros1411
Zeros (%)23.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:18.325900image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median3
Q33
95-th percentile3
Maximum3
Range3
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.279285765
Coefficient of variation (CV)0.5920335201
Kurtosis-0.9290143919
Mean2.160833333
Median Absolute Deviation (MAD)0
Skewness-0.9767010866
Sum12965
Variance1.636572068
MonotonicityNot monotonic
2025-04-09T11:30:18.379283image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
3 4058
67.6%
0 1411
 
23.5%
1 271
 
4.5%
2 260
 
4.3%
ValueCountFrequency (%)
0 1411
 
23.5%
1 271
 
4.5%
2 260
 
4.3%
3 4058
67.6%
ValueCountFrequency (%)
3 4058
67.6%
2 260
 
4.3%
1 271
 
4.5%
0 1411
 
23.5%

가맹점매출금액_B1M
Real number (ℝ)

Zeros 

Distinct350
Distinct (%)5.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean371.2101667
Minimum0
Maximum8592
Zeros5623
Zeros (%)93.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:18.441807image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile5435.3
Maximum8592
Range8592
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1441.599939
Coefficient of variation (CV)3.88351416
Kurtosis11.70613404
Mean371.2101667
Median Absolute Deviation (MAD)0
Skewness3.673570226
Sum2227261
Variance2078210.383
MonotonicityNot monotonic
2025-04-09T11:30:18.526154image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5623
93.7%
5945 3
 
0.1%
5221 2
 
< 0.1%
5770 2
 
< 0.1%
6247 2
 
< 0.1%
5861 2
 
< 0.1%
5456 2
 
< 0.1%
5881 2
 
< 0.1%
5493 2
 
< 0.1%
5980 2
 
< 0.1%
Other values (340) 358
 
6.0%
ValueCountFrequency (%)
0 5623
93.7%
4155 1
 
< 0.1%
4296 1
 
< 0.1%
4402 1
 
< 0.1%
4535 1
 
< 0.1%
ValueCountFrequency (%)
8592 1
< 0.1%
8451 1
< 0.1%
7593 1
< 0.1%
7537 1
< 0.1%
7503 1
< 0.1%

가맹점매출금액_B2M
Real number (ℝ)

Zeros 

Distinct353
Distinct (%)5.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean371.5831667
Minimum0
Maximum8592
Zeros5618
Zeros (%)93.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:18.621527image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile5405.05
Maximum8592
Range8592
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1432.340538
Coefficient of variation (CV)3.854697054
Kurtosis11.43899181
Mean371.5831667
Median Absolute Deviation (MAD)0
Skewness3.639291061
Sum2229499
Variance2051599.416
MonotonicityNot monotonic
2025-04-09T11:30:18.699116image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5618
93.6%
5945 3
 
0.1%
5937 3
 
0.1%
5441 3
 
0.1%
6247 2
 
< 0.1%
5757 2
 
< 0.1%
6303 2
 
< 0.1%
4602 2
 
< 0.1%
5994 2
 
< 0.1%
5299 2
 
< 0.1%
Other values (343) 361
 
6.0%
ValueCountFrequency (%)
0 5618
93.6%
4296 1
 
< 0.1%
4402 1
 
< 0.1%
4535 1
 
< 0.1%
4602 2
 
< 0.1%
ValueCountFrequency (%)
8592 1
< 0.1%
7593 1
< 0.1%
7503 1
< 0.1%
7493 1
< 0.1%
7483 1
< 0.1%

정상청구원금_B0M
Real number (ℝ)

Zeros 

Distinct4049
Distinct (%)67.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5125.871833
Minimum0
Maximum58399
Zeros905
Zeros (%)15.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:18.764177image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1403.75
median2570.5
Q36726.25
95-th percentile20171.55
Maximum58399
Range58399
Interquartile range (IQR)6322.5

Descriptive statistics

Standard deviation6762.65433
Coefficient of variation (CV)1.319317874
Kurtosis5.581832259
Mean5125.871833
Median Absolute Deviation (MAD)2547
Skewness2.124197
Sum30755231
Variance45733493.59
MonotonicityNot monotonic
2025-04-09T11:30:18.842308image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 905
 
15.1%
20 12
 
0.2%
13 11
 
0.2%
15 10
 
0.2%
18 10
 
0.2%
14 9
 
0.1%
22 7
 
0.1%
471 5
 
0.1%
16 5
 
0.1%
27 5
 
0.1%
Other values (4039) 5021
83.7%
ValueCountFrequency (%)
0 905
15.1%
1 1
 
< 0.1%
4 1
 
< 0.1%
8 1
 
< 0.1%
11 4
 
0.1%
ValueCountFrequency (%)
58399 1
< 0.1%
55891 1
< 0.1%
47950 1
< 0.1%
46552 1
< 0.1%
46325 1
< 0.1%

선입금원금_B0M
Real number (ℝ)

Zeros 

Distinct270
Distinct (%)4.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean281.173
Minimum0
Maximum15936
Zeros5718
Zeros (%)95.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:18.911334image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum15936
Range15936
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1315.857314
Coefficient of variation (CV)4.679885033
Kurtosis25.8508905
Mean281.173
Median Absolute Deviation (MAD)0
Skewness4.936319437
Sum1687038
Variance1731480.471
MonotonicityNot monotonic
2025-04-09T11:30:19.014072image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5718
95.3%
4638 2
 
< 0.1%
5426 2
 
< 0.1%
5495 2
 
< 0.1%
5405 2
 
< 0.1%
5570 2
 
< 0.1%
6640 2
 
< 0.1%
5544 2
 
< 0.1%
6604 2
 
< 0.1%
5448 2
 
< 0.1%
Other values (260) 264
 
4.4%
ValueCountFrequency (%)
0 5718
95.3%
2313 1
 
< 0.1%
3187 1
 
< 0.1%
3250 1
 
< 0.1%
3354 1
 
< 0.1%
ValueCountFrequency (%)
15936 1
< 0.1%
14895 1
< 0.1%
11783 1
< 0.1%
11587 1
< 0.1%
9985 1
< 0.1%

정상입금원금_B0M
Real number (ℝ)

Zeros 

Distinct3467
Distinct (%)57.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3660.785333
Minimum0
Maximum58399
Zeros1572
Zeros (%)26.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:19.105399image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1577.5
Q35045.5
95-th percentile14359.35
Maximum58399
Range58399
Interquartile range (IQR)5045.5

Descriptive statistics

Standard deviation5547.408671
Coefficient of variation (CV)1.515360275
Kurtosis12.9652549
Mean3660.785333
Median Absolute Deviation (MAD)1577.5
Skewness2.972194111
Sum21964712
Variance30773742.96
MonotonicityNot monotonic
2025-04-09T11:30:19.188157image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1572
 
26.2%
13 13
 
0.2%
15 13
 
0.2%
20 12
 
0.2%
14 11
 
0.2%
16 10
 
0.2%
18 10
 
0.2%
22 8
 
0.1%
17 7
 
0.1%
416 6
 
0.1%
Other values (3457) 4338
72.3%
ValueCountFrequency (%)
0 1572
26.2%
11 4
 
0.1%
12 2
 
< 0.1%
13 13
 
0.2%
14 11
 
0.2%
ValueCountFrequency (%)
58399 1
< 0.1%
55891 1
< 0.1%
47950 1
< 0.1%
46552 1
< 0.1%
46325 1
< 0.1%

연체입금원금_B0M
Real number (ℝ)

Zeros 

Distinct2080
Distinct (%)34.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1183.711167
Minimum0
Maximum24225
Zeros3161
Zeros (%)52.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:19.265416image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31068
95-th percentile6688.1
Maximum24225
Range24225
Interquartile range (IQR)1068

Descriptive statistics

Standard deviation2516.41562
Coefficient of variation (CV)2.12586963
Kurtosis14.67303272
Mean1183.711167
Median Absolute Deviation (MAD)0
Skewness3.382582967
Sum7102267
Variance6332347.574
MonotonicityNot monotonic
2025-04-09T11:30:19.343648image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3161
52.7%
509 6
 
0.1%
202 6
 
0.1%
554 6
 
0.1%
180 6
 
0.1%
215 5
 
0.1%
65 5
 
0.1%
392 5
 
0.1%
14 5
 
0.1%
388 5
 
0.1%
Other values (2070) 2790
46.5%
ValueCountFrequency (%)
0 3161
52.7%
1 4
 
0.1%
2 1
 
< 0.1%
3 1
 
< 0.1%
4 2
 
< 0.1%
ValueCountFrequency (%)
24225 1
< 0.1%
22825 1
< 0.1%
22299 1
< 0.1%
22144 1
< 0.1%
21484 1
< 0.1%

정상청구원금_B2M
Real number (ℝ)

Zeros 

Distinct4122
Distinct (%)68.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5441.467167
Minimum0
Maximum104776
Zeros877
Zeros (%)14.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:19.427141image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1442
median2831.5
Q37200.75
95-th percentile20611.3
Maximum104776
Range104776
Interquartile range (IQR)6758.75

Descriptive statistics

Standard deviation7107.364741
Coefficient of variation (CV)1.306148604
Kurtosis11.44394911
Mean5441.467167
Median Absolute Deviation (MAD)2759
Skewness2.438494196
Sum32648803
Variance50514633.56
MonotonicityNot monotonic
2025-04-09T11:30:19.509114image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 877
 
14.6%
18 10
 
0.2%
15 9
 
0.1%
20 8
 
0.1%
13 7
 
0.1%
28 6
 
0.1%
187 6
 
0.1%
14 6
 
0.1%
19 5
 
0.1%
442 5
 
0.1%
Other values (4112) 5061
84.4%
ValueCountFrequency (%)
0 877
14.6%
3 1
 
< 0.1%
4 1
 
< 0.1%
5 1
 
< 0.1%
7 1
 
< 0.1%
ValueCountFrequency (%)
104776 1
< 0.1%
61316 1
< 0.1%
55891 1
< 0.1%
54066 1
< 0.1%
51843 1
< 0.1%

선입금원금_B2M
Real number (ℝ)

Zeros 

Distinct273
Distinct (%)4.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean291.259
Minimum0
Maximum15936
Zeros5715
Zeros (%)95.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:19.578118image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum15936
Range15936
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1350.763306
Coefficient of variation (CV)4.637670617
Kurtosis25.00692384
Mean291.259
Median Absolute Deviation (MAD)0
Skewness4.868554323
Sum1747554
Variance1824561.51
MonotonicityNot monotonic
2025-04-09T11:30:19.656271image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5715
95.2%
5469 3
 
0.1%
5370 2
 
< 0.1%
4931 2
 
< 0.1%
4850 2
 
< 0.1%
6556 2
 
< 0.1%
7874 2
 
< 0.1%
4638 2
 
< 0.1%
6604 2
 
< 0.1%
5495 2
 
< 0.1%
Other values (263) 266
 
4.4%
ValueCountFrequency (%)
0 5715
95.2%
3419 1
 
< 0.1%
3488 1
 
< 0.1%
3530 1
 
< 0.1%
3557 1
 
< 0.1%
ValueCountFrequency (%)
15936 1
< 0.1%
14895 1
< 0.1%
11783 1
< 0.1%
11587 1
< 0.1%
11264 1
< 0.1%

정상입금원금_B2M
Real number (ℝ)

Zeros 

Distinct3514
Distinct (%)58.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3819.713333
Minimum0
Maximum104776
Zeros1601
Zeros (%)26.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:19.756549image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1568.5
Q35222.5
95-th percentile15200.05
Maximum104776
Range104776
Interquartile range (IQR)5222.5

Descriptive statistics

Standard deviation5979.357596
Coefficient of variation (CV)1.565394331
Kurtosis25.13911141
Mean3819.713333
Median Absolute Deviation (MAD)1568.5
Skewness3.580941675
Sum22918280
Variance35752717.26
MonotonicityNot monotonic
2025-04-09T11:30:19.841212image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1601
 
26.7%
18 10
 
0.2%
15 10
 
0.2%
13 8
 
0.1%
17 7
 
0.1%
20 7
 
0.1%
19 6
 
0.1%
418 6
 
0.1%
14 6
 
0.1%
16 6
 
0.1%
Other values (3504) 4333
72.2%
ValueCountFrequency (%)
0 1601
26.7%
11 4
 
0.1%
12 2
 
< 0.1%
13 8
 
0.1%
14 6
 
0.1%
ValueCountFrequency (%)
104776 1
< 0.1%
61316 1
< 0.1%
55891 1
< 0.1%
54066 1
< 0.1%
51843 1
< 0.1%

연체입금원금_B2M
Real number (ℝ)

Zeros 

Distinct2227
Distinct (%)37.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1330.278667
Minimum0
Maximum22825
Zeros2976
Zeros (%)49.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:19.925991image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median15
Q31374.5
95-th percentile7207.05
Maximum22825
Range22825
Interquartile range (IQR)1374.5

Descriptive statistics

Standard deviation2657.657718
Coefficient of variation (CV)1.997820295
Kurtosis13.0937028
Mean1330.278667
Median Absolute Deviation (MAD)15
Skewness3.204069529
Sum7981672
Variance7063144.547
MonotonicityNot monotonic
2025-04-09T11:30:19.994709image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2976
49.6%
509 6
 
0.1%
266 6
 
0.1%
207 6
 
0.1%
710 5
 
0.1%
218 5
 
0.1%
441 5
 
0.1%
311 5
 
0.1%
344 5
 
0.1%
180 5
 
0.1%
Other values (2217) 2976
49.6%
ValueCountFrequency (%)
0 2976
49.6%
1 1
 
< 0.1%
2 1
 
< 0.1%
3 3
 
0.1%
4 2
 
< 0.1%
ValueCountFrequency (%)
22825 1
< 0.1%
22710 1
< 0.1%
22299 1
< 0.1%
22144 1
< 0.1%
21766 1
< 0.1%

정상청구원금_B5M
Real number (ℝ)

Zeros 

Distinct4271
Distinct (%)71.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5872.825333
Minimum0
Maximum99963
Zeros869
Zeros (%)14.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:20.078951image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1559.75
median3333
Q37782
95-th percentile21153.2
Maximum99963
Range99963
Interquartile range (IQR)7222.25

Descriptive statistics

Standard deviation7759.339467
Coefficient of variation (CV)1.321227693
Kurtosis18.53031125
Mean5872.825333
Median Absolute Deviation (MAD)3101
Skewness3.104539927
Sum35236952
Variance60207348.96
MonotonicityNot monotonic
2025-04-09T11:30:20.157180image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 869
 
14.5%
24 7
 
0.1%
25 6
 
0.1%
343 5
 
0.1%
20 5
 
0.1%
251 5
 
0.1%
288 5
 
0.1%
39 5
 
0.1%
1406 4
 
0.1%
444 4
 
0.1%
Other values (4261) 5085
84.8%
ValueCountFrequency (%)
0 869
14.5%
8 1
 
< 0.1%
10 1
 
< 0.1%
12 1
 
< 0.1%
13 1
 
< 0.1%
ValueCountFrequency (%)
99963 1
< 0.1%
93276 1
< 0.1%
91650 1
< 0.1%
91115 1
< 0.1%
77880 1
< 0.1%

선입금원금_B5M
Real number (ℝ)

Zeros 

Distinct289
Distinct (%)4.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean320.0556667
Minimum0
Maximum12981
Zeros5701
Zeros (%)95.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:20.232357image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum12981
Range12981
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1433.060626
Coefficient of variation (CV)4.47753555
Kurtosis19.92363955
Mean320.0556667
Median Absolute Deviation (MAD)0
Skewness4.519057615
Sum1920334
Variance2053662.756
MonotonicityNot monotonic
2025-04-09T11:30:20.314171image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5701
95.0%
6604 2
 
< 0.1%
7165 2
 
< 0.1%
5503 2
 
< 0.1%
5660 2
 
< 0.1%
6276 2
 
< 0.1%
4925 2
 
< 0.1%
5448 2
 
< 0.1%
6421 2
 
< 0.1%
5701 2
 
< 0.1%
Other values (279) 281
 
4.7%
ValueCountFrequency (%)
0 5701
95.0%
3613 1
 
< 0.1%
3787 1
 
< 0.1%
3977 1
 
< 0.1%
3995 1
 
< 0.1%
ValueCountFrequency (%)
12981 1
< 0.1%
11587 1
< 0.1%
11247 1
< 0.1%
10796 1
< 0.1%
10340 1
< 0.1%

정상입금원금_B5M
Real number (ℝ)

Zeros 

Distinct3467
Distinct (%)57.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4018.416667
Minimum0
Maximum99963
Zeros1792
Zeros (%)29.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:20.393634image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1453.5
Q35081.5
95-th percentile16826.9
Maximum99963
Range99963
Interquartile range (IQR)5081.5

Descriptive statistics

Standard deviation7005.477415
Coefficient of variation (CV)1.743342713
Kurtosis32.09060325
Mean4018.416667
Median Absolute Deviation (MAD)1453.5
Skewness4.344918121
Sum24110500
Variance49076713.81
MonotonicityNot monotonic
2025-04-09T11:30:20.480356image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1792
29.9%
24 7
 
0.1%
25 6
 
0.1%
447 5
 
0.1%
22 5
 
0.1%
726 5
 
0.1%
39 4
 
0.1%
1549 4
 
0.1%
444 4
 
0.1%
36 4
 
0.1%
Other values (3457) 4164
69.4%
ValueCountFrequency (%)
0 1792
29.9%
12 1
 
< 0.1%
13 1
 
< 0.1%
14 1
 
< 0.1%
18 1
 
< 0.1%
ValueCountFrequency (%)
99963 1
< 0.1%
93276 1
< 0.1%
91650 1
< 0.1%
91115 1
< 0.1%
77880 1
< 0.1%

연체입금원금_B5M
Real number (ℝ)

Zeros 

Distinct2488
Distinct (%)41.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1534.1225
Minimum0
Maximum25110
Zeros2663
Zeros (%)44.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:20.552615image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median268
Q31878.75
95-th percentile7074.1
Maximum25110
Range25110
Interquartile range (IQR)1878.75

Descriptive statistics

Standard deviation2690.736709
Coefficient of variation (CV)1.753925589
Kurtosis11.4751412
Mean1534.1225
Median Absolute Deviation (MAD)268
Skewness2.92940854
Sum9204735
Variance7240064.035
MonotonicityNot monotonic
2025-04-09T11:30:20.647390image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2663
44.4%
223 5
 
0.1%
386 5
 
0.1%
281 5
 
0.1%
681 5
 
0.1%
20 5
 
0.1%
235 5
 
0.1%
68 5
 
0.1%
694 5
 
0.1%
268 5
 
0.1%
Other values (2478) 3292
54.9%
ValueCountFrequency (%)
0 2663
44.4%
1 1
 
< 0.1%
7 2
 
< 0.1%
8 1
 
< 0.1%
9 1
 
< 0.1%
ValueCountFrequency (%)
25110 1
< 0.1%
23558 1
< 0.1%
22299 1
< 0.1%
21903 1
< 0.1%
21660 1
< 0.1%

건수_할부전환_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.059
Minimum0
Maximum10
Zeros5950
Zeros (%)99.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:20.709802image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum10
Range10
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6645243402
Coefficient of variation (CV)11.26312441
Kurtosis146.0862413
Mean0.059
Median Absolute Deviation (MAD)0
Skewness11.8602735
Sum354
Variance0.4415925988
MonotonicityNot monotonic
2025-04-09T11:30:20.772299image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5950
99.2%
6 25
 
0.4%
9 10
 
0.2%
10 7
 
0.1%
5 4
 
0.1%
4 2
 
< 0.1%
8 2
 
< 0.1%
ValueCountFrequency (%)
0 5950
99.2%
4 2
 
< 0.1%
5 4
 
0.1%
6 25
 
0.4%
8 2
 
< 0.1%
ValueCountFrequency (%)
10 7
 
0.1%
9 10
 
0.2%
8 2
 
< 0.1%
6 25
0.4%
5 4
 
0.1%

건수_할부전환_R3M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03316666667
Minimum0
Maximum5
Zeros5957
Zeros (%)99.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:20.825705image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3925459476
Coefficient of variation (CV)11.83555621
Kurtosis140.3115542
Mean0.03316666667
Median Absolute Deviation (MAD)0
Skewness11.87269935
Sum199
Variance0.1540923209
MonotonicityNot monotonic
2025-04-09T11:30:20.888205image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5957
99.3%
5 27
 
0.4%
4 16
 
0.3%
ValueCountFrequency (%)
0 5957
99.3%
4 16
 
0.3%
5 27
 
0.4%
ValueCountFrequency (%)
5 27
 
0.4%
4 16
 
0.3%
0 5957
99.3%

금액_할부전환_R6M
Real number (ℝ)

Zeros 

Distinct51
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean64.51233333
Minimum0
Maximum10693
Zeros5949
Zeros (%)99.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:20.972840image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum10693
Range10693
Interquartile range (IQR)0

Descriptive statistics

Standard deviation715.5850291
Coefficient of variation (CV)11.09222054
Kurtosis137.2175991
Mean64.51233333
Median Absolute Deviation (MAD)0
Skewness11.55295356
Sum387074
Variance512061.9338
MonotonicityNot monotonic
2025-04-09T11:30:21.057539image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5949
99.2%
7518 2
 
< 0.1%
9636 1
 
< 0.1%
9515 1
 
< 0.1%
4863 1
 
< 0.1%
10036 1
 
< 0.1%
10251 1
 
< 0.1%
9326 1
 
< 0.1%
10097 1
 
< 0.1%
5198 1
 
< 0.1%
Other values (41) 41
 
0.7%
ValueCountFrequency (%)
0 5949
99.2%
4641 1
 
< 0.1%
4808 1
 
< 0.1%
4863 1
 
< 0.1%
5198 1
 
< 0.1%
ValueCountFrequency (%)
10693 1
< 0.1%
10251 1
< 0.1%
10148 1
< 0.1%
10097 1
< 0.1%
10075 1
< 0.1%

금액_할부전환_R3M
Real number (ℝ)

Zeros 

Distinct46
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean36.256
Minimum0
Maximum5743
Zeros5955
Zeros (%)99.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:21.126554image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum5743
Range5743
Interquartile range (IQR)0

Descriptive statistics

Standard deviation418.0989009
Coefficient of variation (CV)11.53185406
Kurtosis130.9125012
Mean36.256
Median Absolute Deviation (MAD)0
Skewness11.50043016
Sum217536
Variance174806.6909
MonotonicityNot monotonic
2025-04-09T11:30:21.211368image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=46)
ValueCountFrequency (%)
0 5955
99.2%
4641 1
 
< 0.1%
5280 1
 
< 0.1%
4510 1
 
< 0.1%
5245 1
 
< 0.1%
5198 1
 
< 0.1%
4952 1
 
< 0.1%
4992 1
 
< 0.1%
5257 1
 
< 0.1%
4158 1
 
< 0.1%
Other values (36) 36
 
0.6%
ValueCountFrequency (%)
0 5955
99.2%
3965 1
 
< 0.1%
4124 1
 
< 0.1%
4158 1
 
< 0.1%
4324 1
 
< 0.1%
ValueCountFrequency (%)
5743 1
< 0.1%
5343 1
< 0.1%
5280 1
< 0.1%
5257 1
< 0.1%
5245 1
< 0.1%

연속무실적개월수_기본_24M_카드
Real number (ℝ)

Zeros 

Distinct17
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.973333333
Minimum0
Maximum24
Zeros4807
Zeros (%)80.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:21.273790image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile12
Maximum24
Range24
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4.674640549
Coefficient of variation (CV)2.368905684
Kurtosis8.116023716
Mean1.973333333
Median Absolute Deviation (MAD)0
Skewness2.774966726
Sum11840
Variance21.85226427
MonotonicityNot monotonic
2025-04-09T11:30:21.342851image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=17)
ValueCountFrequency (%)
0 4807
80.1%
5 129
 
2.1%
24 112
 
1.9%
8 104
 
1.7%
9 103
 
1.7%
13 102
 
1.7%
4 93
 
1.6%
12 92
 
1.5%
7 89
 
1.5%
11 84
 
1.4%
Other values (7) 285
 
4.8%
ValueCountFrequency (%)
0 4807
80.1%
1 2
 
< 0.1%
2 15
 
0.2%
3 45
 
0.8%
4 93
 
1.6%
ValueCountFrequency (%)
24 112
1.9%
15 14
 
0.2%
14 56
0.9%
13 102
1.7%
12 92
1.5%

연속유실적개월수_기본_24M_카드
Real number (ℝ)

Zeros 

Distinct17
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.70933333
Minimum0
Maximum24
Zeros1400
Zeros (%)23.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:21.411603image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12
median13
Q324
95-th percentile24
Maximum24
Range24
Interquartile range (IQR)22

Descriptive statistics

Standard deviation9.809190398
Coefficient of variation (CV)0.7718099872
Kurtosis-1.640756432
Mean12.70933333
Median Absolute Deviation (MAD)11
Skewness-0.06613844828
Sum76256
Variance96.22021626
MonotonicityNot monotonic
2025-04-09T11:30:21.474026image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=17)
ValueCountFrequency (%)
24 2050
34.2%
0 1400
23.3%
17 741
 
12.3%
8 635
 
10.6%
5 471
 
7.8%
13 119
 
2.0%
2 117
 
1.9%
12 115
 
1.9%
20 66
 
1.1%
4 61
 
1.0%
Other values (7) 225
 
3.8%
ValueCountFrequency (%)
0 1400
23.3%
1 59
 
1.0%
2 117
 
1.9%
4 61
 
1.0%
5 471
 
7.8%
ValueCountFrequency (%)
24 2050
34.2%
21 50
 
0.8%
20 66
 
1.1%
18 1
 
< 0.1%
17 741
 
12.3%

신청건수_ATM_CA_B0
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.045
Minimum0
Maximum3
Zeros5906
Zeros (%)98.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:21.542718image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3591608267
Coefficient of variation (CV)7.981351704
Kurtosis61.45305769
Mean0.045
Median Absolute Deviation (MAD)0
Skewness7.936049783
Sum270
Variance0.1289964994
MonotonicityNot monotonic
2025-04-09T11:30:21.595647image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5906
98.4%
3 82
 
1.4%
2 12
 
0.2%
ValueCountFrequency (%)
0 5906
98.4%
2 12
 
0.2%
3 82
 
1.4%
ValueCountFrequency (%)
3 82
 
1.4%
2 12
 
0.2%
0 5906
98.4%

신청건수_ATM_CA_R6M
Real number (ℝ)

Zeros 

Distinct16
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4228333333
Minimum0
Maximum18
Zeros5662
Zeros (%)94.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:21.658153image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4
Maximum18
Range18
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.954827067
Coefficient of variation (CV)4.623162162
Kurtosis30.49068974
Mean0.4228333333
Median Absolute Deviation (MAD)0
Skewness5.33134766
Sum2537
Variance3.821348864
MonotonicityNot monotonic
2025-04-09T11:30:21.726879image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=16)
ValueCountFrequency (%)
0 5662
94.4%
4 75
 
1.2%
5 52
 
0.9%
11 31
 
0.5%
12 24
 
0.4%
10 22
 
0.4%
3 21
 
0.4%
8 19
 
0.3%
6 19
 
0.3%
7 18
 
0.3%
Other values (6) 57
 
0.9%
ValueCountFrequency (%)
0 5662
94.4%
2 6
 
0.1%
3 21
 
0.4%
4 75
 
1.2%
5 52
 
0.9%
ValueCountFrequency (%)
18 9
 
0.1%
15 5
 
0.1%
14 11
0.2%
13 9
 
0.1%
12 24
0.4%

승인거절건수_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.001666666667
Minimum0
Maximum2
Zeros5995
Zeros (%)99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:21.795882image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.05771577549
Coefficient of variation (CV)34.6294653
Kurtosis1195.998267
Mean0.001666666667
Median Absolute Deviation (MAD)0
Skewness34.60635203
Sum10
Variance0.003331110741
MonotonicityNot monotonic
2025-04-09T11:30:21.858388image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5995
99.9%
2 5
 
0.1%
ValueCountFrequency (%)
0 5995
99.9%
2 5
 
0.1%
ValueCountFrequency (%)
2 5
 
0.1%
0 5995
99.9%

승인거절건수_한도초과_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.001666666667
Minimum0
Maximum2
Zeros5995
Zeros (%)99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:21.911874image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.05771577549
Coefficient of variation (CV)34.6294653
Kurtosis1195.998267
Mean0.001666666667
Median Absolute Deviation (MAD)0
Skewness34.60635203
Sum10
Variance0.003331110741
MonotonicityNot monotonic
2025-04-09T11:30:21.990008image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5995
99.9%
2 5
 
0.1%
ValueCountFrequency (%)
0 5995
99.9%
2 5
 
0.1%
ValueCountFrequency (%)
2 5
 
0.1%
0 5995
99.9%

승인거절건수_R3M
Real number (ℝ)

Zeros 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1068333333
Minimum0
Maximum7
Zeros5769
Zeros (%)96.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:22.043443image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.565219619
Coefficient of variation (CV)5.290667261
Kurtosis38.30159922
Mean0.1068333333
Median Absolute Deviation (MAD)0
Skewness5.863401416
Sum641
Variance0.3194732178
MonotonicityNot monotonic
2025-04-09T11:30:22.112117image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0 5769
96.2%
3 111
 
1.8%
2 89
 
1.5%
4 13
 
0.2%
5 7
 
0.1%
1 5
 
0.1%
6 4
 
0.1%
7 2
 
< 0.1%
ValueCountFrequency (%)
0 5769
96.2%
1 5
 
0.1%
2 89
 
1.5%
3 111
 
1.8%
4 13
 
0.2%
ValueCountFrequency (%)
7 2
 
< 0.1%
6 4
 
0.1%
5 7
 
0.1%
4 13
 
0.2%
3 111
1.8%

승인거절건수_한도초과_R3M
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0635
Minimum0
Maximum6
Zeros5874
Zeros (%)97.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:22.174596image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4379875061
Coefficient of variation (CV)6.897441041
Kurtosis49.72731587
Mean0.0635
Median Absolute Deviation (MAD)0
Skewness6.986383579
Sum381
Variance0.1918330555
MonotonicityNot monotonic
2025-04-09T11:30:22.228159image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 5874
97.9%
3 119
 
2.0%
2 4
 
0.1%
6 2
 
< 0.1%
4 1
 
< 0.1%
ValueCountFrequency (%)
0 5874
97.9%
2 4
 
0.1%
3 119
 
2.0%
4 1
 
< 0.1%
6 2
 
< 0.1%
ValueCountFrequency (%)
6 2
 
< 0.1%
4 1
 
< 0.1%
3 119
 
2.0%
2 4
 
0.1%
0 5874
97.9%

승인거절건수_BL_R3M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.01133333333
Minimum0
Maximum4
Zeros5982
Zeros (%)99.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:22.297114image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2078751811
Coefficient of variation (CV)18.34192774
Kurtosis342.1694843
Mean0.01133333333
Median Absolute Deviation (MAD)0
Skewness18.47389795
Sum68
Variance0.0432120909
MonotonicityNot monotonic
2025-04-09T11:30:22.359718image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5982
99.7%
4 14
 
0.2%
3 4
 
0.1%
ValueCountFrequency (%)
0 5982
99.7%
3 4
 
0.1%
4 14
 
0.2%
ValueCountFrequency (%)
4 14
 
0.2%
3 4
 
0.1%
0 5982
99.7%

승인거절건수_기타_R3M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.032
Minimum0
Maximum2
Zeros5901
Zeros (%)98.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:22.413185image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2489705425
Coefficient of variation (CV)7.780329455
Kurtosis57.81001573
Mean0.032
Median Absolute Deviation (MAD)0
Skewness7.715858156
Sum192
Variance0.06198633106
MonotonicityNot monotonic
2025-04-09T11:30:22.497638image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5901
98.4%
2 93
 
1.6%
1 6
 
0.1%
ValueCountFrequency (%)
0 5901
98.4%
1 6
 
0.1%
2 93
 
1.6%
ValueCountFrequency (%)
2 93
 
1.6%
1 6
 
0.1%
0 5901
98.4%

이용금액대
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.6595
Minimum0
Maximum5
Zeros909
Zeros (%)15.2%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:22.560171image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median3
Q34
95-th percentile5
Maximum5
Range5
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.747207831
Coefficient of variation (CV)0.6569685397
Kurtosis-1.350813705
Mean2.6595
Median Absolute Deviation (MAD)2
Skewness-0.1446556244
Sum15957
Variance3.052735206
MonotonicityNot monotonic
2025-04-09T11:30:22.629368image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
4 1232
20.5%
5 1143
19.1%
1 1095
18.2%
3 977
16.3%
0 909
15.2%
2 644
10.7%
ValueCountFrequency (%)
0 909
15.2%
1 1095
18.2%
2 644
10.7%
3 977
16.3%
4 1232
20.5%
ValueCountFrequency (%)
5 1143
19.1%
4 1232
20.5%
3 977
16.3%
2 644
10.7%
1 1095
18.2%

대표결제일
Real number (ℝ)

Distinct10
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.0955
Minimum1
Maximum27
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:22.691780image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile1
Q112
median20
Q325
95-th percentile27
Maximum27
Range26
Interquartile range (IQR)13

Descriptive statistics

Standard deviation8.738789437
Coefficient of variation (CV)0.5111748376
Kurtosis-0.9192155764
Mean17.0955
Median Absolute Deviation (MAD)5
Skewness-0.6207547227
Sum102573
Variance76.36644082
MonotonicityNot monotonic
2025-04-09T11:30:22.745229image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
25 1344
22.4%
15 739
12.3%
1 738
12.3%
27 735
12.2%
20 653
10.9%
23 497
 
8.3%
13 475
 
7.9%
5 462
 
7.7%
12 352
 
5.9%
21 5
 
0.1%
ValueCountFrequency (%)
1 738
12.3%
5 462
7.7%
12 352
5.9%
13 475
7.9%
15 739
12.3%
ValueCountFrequency (%)
27 735
12.2%
25 1344
22.4%
23 497
 
8.3%
21 5
 
0.1%
20 653
10.9%

대표청구지고객주소구분코드
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6468333333
Minimum0
Maximum2
Zeros2743
Zeros (%)45.7%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:22.798615image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q31
95-th percentile2
Maximum2
Range2
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.660691096
Coefficient of variation (CV)1.021424008
Kurtosis-0.7130299156
Mean0.6468333333
Median Absolute Deviation (MAD)1
Skewness0.5317872145
Sum3881
Variance0.4365127243
MonotonicityNot monotonic
2025-04-09T11:30:22.861165image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 2743
45.7%
1 2633
43.9%
2 624
 
10.4%
ValueCountFrequency (%)
0 2743
45.7%
1 2633
43.9%
2 624
 
10.4%
ValueCountFrequency (%)
2 624
 
10.4%
1 2633
43.9%
0 2743
45.7%

대표청구서수령지구분코드
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.0185
Minimum0
Maximum4
Zeros116
Zeros (%)1.9%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:22.930382image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q13
median3
Q34
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.9721018021
Coefficient of variation (CV)0.3220479715
Kurtosis1.215839345
Mean3.0185
Median Absolute Deviation (MAD)0
Skewness-1.272049422
Sum18111
Variance0.9449819137
MonotonicityNot monotonic
2025-04-09T11:30:22.998895image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
3 3267
54.4%
4 1873
31.2%
1 670
 
11.2%
0 116
 
1.9%
2 74
 
1.2%
ValueCountFrequency (%)
0 116
 
1.9%
1 670
 
11.2%
2 74
 
1.2%
3 3267
54.4%
4 1873
31.2%
ValueCountFrequency (%)
4 1873
31.2%
3 3267
54.4%
2 74
 
1.2%
1 670
 
11.2%
0 116
 
1.9%

청구서수령방법
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.0185
Minimum0
Maximum4
Zeros116
Zeros (%)1.9%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:23.061403image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q13
median3
Q34
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.9721018021
Coefficient of variation (CV)0.3220479715
Kurtosis1.215839345
Mean3.0185
Median Absolute Deviation (MAD)0
Skewness-1.272049422
Sum18111
Variance0.9449819137
MonotonicityNot monotonic
2025-04-09T11:30:23.130486image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
3 3267
54.4%
4 1873
31.2%
1 670
 
11.2%
0 116
 
1.9%
2 74
 
1.2%
ValueCountFrequency (%)
0 116
 
1.9%
1 670
 
11.2%
2 74
 
1.2%
3 3267
54.4%
4 1873
31.2%
ValueCountFrequency (%)
4 1873
31.2%
3 3267
54.4%
2 74
 
1.2%
1 670
 
11.2%
0 116
 
1.9%

청구서발송여부_B0
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.7878333333
Minimum0
Maximum1
Zeros1273
Zeros (%)21.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:23.199156image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4088763083
Coefficient of variation (CV)0.518988333
Kurtosis-0.01643413362
Mean0.7878333333
Median Absolute Deviation (MAD)0
Skewness-1.408393218
Sum4727
Variance0.1671798355
MonotonicityNot monotonic
2025-04-09T11:30:23.246036image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 4727
78.8%
0 1273
 
21.2%
ValueCountFrequency (%)
0 1273
 
21.2%
1 4727
78.8%
ValueCountFrequency (%)
1 4727
78.8%
0 1273
 
21.2%

청구서발송여부_R3M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8083333333
Minimum0
Maximum1
Zeros1150
Zeros (%)19.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:23.299420image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3936449944
Coefficient of variation (CV)0.4869834982
Kurtosis0.4558843548
Mean0.8083333333
Median Absolute Deviation (MAD)0
Skewness-1.567077696
Sum4850
Variance0.1549563816
MonotonicityNot monotonic
2025-04-09T11:30:23.361929image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 4850
80.8%
0 1150
 
19.2%
ValueCountFrequency (%)
0 1150
 
19.2%
1 4850
80.8%
ValueCountFrequency (%)
1 4850
80.8%
0 1150
 
19.2%

청구서발송여부_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8481666667
Minimum0
Maximum1
Zeros911
Zeros (%)15.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:23.430947image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3588891739
Coefficient of variation (CV)0.4231352021
Kurtosis1.767655139
Mean0.8481666667
Median Absolute Deviation (MAD)0
Skewness-1.940893102
Sum5089
Variance0.1288014391
MonotonicityNot monotonic
2025-04-09T11:30:23.477822image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 5089
84.8%
0 911
 
15.2%
ValueCountFrequency (%)
0 911
 
15.2%
1 5089
84.8%
ValueCountFrequency (%)
1 5089
84.8%
0 911
 
15.2%

청구금액_B0
Real number (ℝ)

Zeros 

Distinct3806
Distinct (%)63.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5235.892667
Minimum0
Maximum127950
Zeros1273
Zeros (%)21.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:23.562481image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1159.75
median2222
Q36572
95-th percentile20927.55
Maximum127950
Range127950
Interquartile range (IQR)6412.25

Descriptive statistics

Standard deviation8576.70775
Coefficient of variation (CV)1.638060269
Kurtosis34.35151912
Mean5235.892667
Median Absolute Deviation (MAD)2222
Skewness4.334190333
Sum31415356
Variance73559915.83
MonotonicityNot monotonic
2025-04-09T11:30:23.647121image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1273
 
21.2%
17 15
 
0.2%
13 14
 
0.2%
14 12
 
0.2%
15 10
 
0.2%
19 10
 
0.2%
11 10
 
0.2%
18 9
 
0.1%
16 9
 
0.1%
12 9
 
0.1%
Other values (3796) 4629
77.1%
ValueCountFrequency (%)
0 1273
21.2%
9 2
 
< 0.1%
10 1
 
< 0.1%
11 10
 
0.2%
12 9
 
0.1%
ValueCountFrequency (%)
127950 1
< 0.1%
127211 1
< 0.1%
126301 1
< 0.1%
88031 1
< 0.1%
87989 1
< 0.1%

청구금액_R3M
Real number (ℝ)

Zeros 

Distinct4447
Distinct (%)74.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean16143.88133
Minimum0
Maximum342241
Zeros1115
Zeros (%)18.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:23.731732image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1686.25
median7010
Q320805.5
95-th percentile65081.3
Maximum342241
Range342241
Interquartile range (IQR)20119.25

Descriptive statistics

Standard deviation25072.78431
Coefficient of variation (CV)1.553082793
Kurtosis25.11054317
Mean16143.88133
Median Absolute Deviation (MAD)7010
Skewness3.732317845
Sum96863288
Variance628644512.8
MonotonicityNot monotonic
2025-04-09T11:30:23.816408image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1115
 
18.6%
45 10
 
0.2%
46 7
 
0.1%
50 7
 
0.1%
40 5
 
0.1%
62 5
 
0.1%
35 5
 
0.1%
47 4
 
0.1%
768 4
 
0.1%
43 4
 
0.1%
Other values (4437) 4834
80.6%
ValueCountFrequency (%)
0 1115
18.6%
21 2
 
< 0.1%
25 1
 
< 0.1%
26 2
 
< 0.1%
27 2
 
< 0.1%
ValueCountFrequency (%)
342241 1
< 0.1%
340451 1
< 0.1%
309191 1
< 0.1%
290082 1
< 0.1%
249861 1
< 0.1%

청구금액_R6M
Real number (ℝ)

Zeros 

Distinct4882
Distinct (%)81.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean33709.70617
Minimum0
Maximum651432
Zeros829
Zeros (%)13.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:23.894533image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11822
median14890
Q343177.25
95-th percentile135601.85
Maximum651432
Range651432
Interquartile range (IQR)41355.25

Descriptive statistics

Standard deviation50348.96847
Coefficient of variation (CV)1.493604489
Kurtosis18.00364575
Mean33709.70617
Median Absolute Deviation (MAD)14803
Skewness3.225375978
Sum202258237
Variance2535018626
MonotonicityNot monotonic
2025-04-09T11:30:23.979571image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 829
 
13.8%
57 5
 
0.1%
74 5
 
0.1%
67 5
 
0.1%
173 4
 
0.1%
122 4
 
0.1%
69 4
 
0.1%
157 4
 
0.1%
96 4
 
0.1%
4101 4
 
0.1%
Other values (4872) 5132
85.5%
ValueCountFrequency (%)
0 829
13.8%
39 1
 
< 0.1%
40 2
 
< 0.1%
41 1
 
< 0.1%
43 1
 
< 0.1%
ValueCountFrequency (%)
651432 1
< 0.1%
636802 1
< 0.1%
577366 1
< 0.1%
539943 1
< 0.1%
431620 1
< 0.1%

포인트_마일리지_건별_B0M
Real number (ℝ)

Zeros 

Distinct143
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean36.315
Minimum0
Maximum2259
Zeros5839
Zeros (%)97.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:24.063776image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2259
Range2259
Interquartile range (IQR)0

Descriptive statistics

Standard deviation224.3446074
Coefficient of variation (CV)6.177739429
Kurtosis40.60018224
Mean36.315
Median Absolute Deviation (MAD)0
Skewness6.350634874
Sum217890
Variance50330.50286
MonotonicityNot monotonic
2025-04-09T11:30:24.132805image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5839
97.3%
1127 2
 
< 0.1%
1072 2
 
< 0.1%
1083 2
 
< 0.1%
1145 2
 
< 0.1%
1116 2
 
< 0.1%
1440 2
 
< 0.1%
1409 2
 
< 0.1%
1115 2
 
< 0.1%
1020 2
 
< 0.1%
Other values (133) 143
 
2.4%
ValueCountFrequency (%)
0 5839
97.3%
932 1
 
< 0.1%
942 1
 
< 0.1%
943 1
 
< 0.1%
962 1
 
< 0.1%
ValueCountFrequency (%)
2259 1
< 0.1%
2193 1
< 0.1%
2142 1
< 0.1%
2139 1
< 0.1%
2025 1
< 0.1%

포인트_마일리지_건별_R3M
Real number (ℝ)

Zeros 

Distinct155
Distinct (%)2.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean104.956
Minimum0
Maximum6350
Zeros5838
Zeros (%)97.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:24.217533image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6350
Range6350
Interquartile range (IQR)0

Descriptive statistics

Standard deviation650.4993833
Coefficient of variation (CV)6.197829407
Kurtosis41.70857196
Mean104.956
Median Absolute Deviation (MAD)0
Skewness6.421493104
Sum629736
Variance423149.4476
MonotonicityNot monotonic
2025-04-09T11:30:24.302149image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5838
97.3%
3499 2
 
< 0.1%
3986 2
 
< 0.1%
2523 2
 
< 0.1%
3194 2
 
< 0.1%
3127 2
 
< 0.1%
3193 2
 
< 0.1%
4660 2
 
< 0.1%
4788 2
 
< 0.1%
3518 1
 
< 0.1%
Other values (145) 145
 
2.4%
ValueCountFrequency (%)
0 5838
97.3%
1904 1
 
< 0.1%
1972 1
 
< 0.1%
2136 1
 
< 0.1%
2269 1
 
< 0.1%
ValueCountFrequency (%)
6350 1
< 0.1%
6333 1
< 0.1%
6316 1
< 0.1%
6244 1
< 0.1%
6081 1
< 0.1%

포인트_포인트_건별_B0M
Real number (ℝ)

Zeros 

Distinct689
Distinct (%)11.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean310.846
Minimum0
Maximum5871
Zeros5248
Zeros (%)87.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:24.380292image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2786.05
Maximum5871
Range5871
Interquartile range (IQR)0

Descriptive statistics

Standard deviation909.9042975
Coefficient of variation (CV)2.927186766
Kurtosis8.499794676
Mean310.846
Median Absolute Deviation (MAD)0
Skewness3.03843917
Sum1865076
Variance827925.8306
MonotonicityNot monotonic
2025-04-09T11:30:24.464961image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5248
87.5%
3738 3
 
0.1%
1003 3
 
0.1%
1413 3
 
0.1%
1169 3
 
0.1%
2833 3
 
0.1%
2211 2
 
< 0.1%
961 2
 
< 0.1%
2351 2
 
< 0.1%
3050 2
 
< 0.1%
Other values (679) 729
 
12.2%
ValueCountFrequency (%)
0 5248
87.5%
222 1
 
< 0.1%
365 1
 
< 0.1%
448 1
 
< 0.1%
467 1
 
< 0.1%
ValueCountFrequency (%)
5871 1
< 0.1%
5456 1
< 0.1%
5449 1
< 0.1%
5410 1
< 0.1%
5284 1
< 0.1%

포인트_포인트_건별_R3M
Real number (ℝ)

Zeros 

Distinct777
Distinct (%)13.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean884.5261667
Minimum0
Maximum20472
Zeros5203
Zeros (%)86.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:24.549766image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile7977.3
Maximum20472
Range20472
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2633.851752
Coefficient of variation (CV)2.977697948
Kurtosis10.32174447
Mean884.5261667
Median Absolute Deviation (MAD)0
Skewness3.243461091
Sum5307157
Variance6937175.05
MonotonicityNot monotonic
2025-04-09T11:30:24.618293image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5203
86.7%
4599 2
 
< 0.1%
3551 2
 
< 0.1%
10110 2
 
< 0.1%
4206 2
 
< 0.1%
746 2
 
< 0.1%
6097 2
 
< 0.1%
1350 2
 
< 0.1%
9476 2
 
< 0.1%
1082 2
 
< 0.1%
Other values (767) 779
 
13.0%
ValueCountFrequency (%)
0 5203
86.7%
335 1
 
< 0.1%
372 1
 
< 0.1%
411 1
 
< 0.1%
450 1
 
< 0.1%
ValueCountFrequency (%)
20472 1
< 0.1%
19708 1
< 0.1%
18669 1
< 0.1%
16760 1
< 0.1%
16088 1
< 0.1%

포인트_마일리지_월적립_B0M
Real number (ℝ)

Zeros 

Distinct119
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.114
Minimum0
Maximum1008
Zeros5848
Zeros (%)97.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:24.703027image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1008
Range1008
Interquartile range (IQR)0

Descriptive statistics

Standard deviation107.5717696
Coefficient of variation (CV)6.285600655
Kurtosis39.09851093
Mean17.114
Median Absolute Deviation (MAD)0
Skewness6.309161294
Sum102684
Variance11571.68562
MonotonicityNot monotonic
2025-04-09T11:30:24.783658image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5848
97.5%
616 3
 
0.1%
601 3
 
0.1%
681 3
 
0.1%
669 3
 
0.1%
594 3
 
0.1%
617 3
 
0.1%
597 3
 
0.1%
748 2
 
< 0.1%
553 2
 
< 0.1%
Other values (109) 127
 
2.1%
ValueCountFrequency (%)
0 5848
97.5%
422 1
 
< 0.1%
464 1
 
< 0.1%
475 1
 
< 0.1%
511 1
 
< 0.1%
ValueCountFrequency (%)
1008 1
< 0.1%
994 1
< 0.1%
980 1
< 0.1%
917 1
< 0.1%
911 1
< 0.1%

포인트_마일리지_월적립_R3M
Real number (ℝ)

Zeros 

Distinct144
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean52.31383333
Minimum0
Maximum3129
Zeros5845
Zeros (%)97.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:24.865705image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3129
Range3129
Interquartile range (IQR)0

Descriptive statistics

Standard deviation326.0654123
Coefficient of variation (CV)6.23287172
Kurtosis38.62895769
Mean52.31383333
Median Absolute Deviation (MAD)0
Skewness6.267218063
Sum313883
Variance106318.6531
MonotonicityNot monotonic
2025-04-09T11:30:24.934325image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5845
97.4%
1810 3
 
0.1%
2242 2
 
< 0.1%
1785 2
 
< 0.1%
1803 2
 
< 0.1%
1737 2
 
< 0.1%
1906 2
 
< 0.1%
1927 2
 
< 0.1%
1764 2
 
< 0.1%
1757 2
 
< 0.1%
Other values (134) 136
 
2.3%
ValueCountFrequency (%)
0 5845
97.4%
722 1
 
< 0.1%
1425 1
 
< 0.1%
1627 1
 
< 0.1%
1631 1
 
< 0.1%
ValueCountFrequency (%)
3129 1
< 0.1%
2893 1
< 0.1%
2807 1
< 0.1%
2794 1
< 0.1%
2751 1
< 0.1%

포인트_포인트_월적립_B0M
Real number (ℝ)

Zeros 

Distinct129
Distinct (%)2.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean257.9441667
Minimum0
Maximum19681
Zeros5858
Zeros (%)97.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:25.018958image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum19681
Range19681
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1964.36523
Coefficient of variation (CV)7.61546677
Kurtosis76.37610989
Mean257.9441667
Median Absolute Deviation (MAD)0
Skewness8.653879688
Sum1547665
Variance3858730.756
MonotonicityNot monotonic
2025-04-09T11:30:25.103630image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5858
97.6%
5001 4
 
0.1%
5002 3
 
0.1%
4461 2
 
< 0.1%
4999 2
 
< 0.1%
4460 2
 
< 0.1%
5004 2
 
< 0.1%
18382 2
 
< 0.1%
18229 2
 
< 0.1%
4541 2
 
< 0.1%
Other values (119) 121
 
2.0%
ValueCountFrequency (%)
0 5858
97.6%
4160 1
 
< 0.1%
4264 1
 
< 0.1%
4266 1
 
< 0.1%
4288 1
 
< 0.1%
ValueCountFrequency (%)
19681 1
< 0.1%
19334 1
< 0.1%
19174 1
< 0.1%
19148 1
< 0.1%
19063 1
< 0.1%

포인트_포인트_월적립_R3M
Real number (ℝ)

Zeros 

Distinct315
Distinct (%)5.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean789.2028333
Minimum0
Maximum57798
Zeros5664
Zeros (%)94.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:25.197387image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4665.2
Maximum57798
Range57798
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4351.39757
Coefficient of variation (CV)5.51366187
Kurtosis81.39394458
Mean789.2028333
Median Absolute Deviation (MAD)0
Skewness8.194683916
Sum4735217
Variance18934660.81
MonotonicityNot monotonic
2025-04-09T11:30:25.266401image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5664
94.4%
5002 4
 
0.1%
18382 3
 
0.1%
5000 3
 
0.1%
5004 3
 
0.1%
5001 2
 
< 0.1%
14198 2
 
< 0.1%
18293 2
 
< 0.1%
4378 2
 
< 0.1%
18385 2
 
< 0.1%
Other values (305) 313
 
5.2%
ValueCountFrequency (%)
0 5664
94.4%
2086 1
 
< 0.1%
2423 1
 
< 0.1%
2469 1
 
< 0.1%
2548 1
 
< 0.1%
ValueCountFrequency (%)
57798 1
< 0.1%
57604 1
< 0.1%
57117 1
< 0.1%
56897 1
< 0.1%
56185 1
< 0.1%

포인트_적립포인트_R12M
Real number (ℝ)

Zeros 

Distinct1378
Distinct (%)23.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3834.9075
Minimum0
Maximum178426
Zeros4559
Zeros (%)76.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:25.351080image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile25792.5
Maximum178426
Range178426
Interquartile range (IQR)0

Descriptive statistics

Standard deviation13126.29613
Coefficient of variation (CV)3.422845565
Kurtosis38.66091637
Mean3834.9075
Median Absolute Deviation (MAD)0
Skewness5.473048108
Sum23009445
Variance172299650
MonotonicityNot monotonic
2025-04-09T11:30:25.451339image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4559
76.0%
2523 3
 
0.1%
5614 3
 
0.1%
1127 3
 
0.1%
2805 3
 
0.1%
5409 2
 
< 0.1%
1619 2
 
< 0.1%
766 2
 
< 0.1%
5293 2
 
< 0.1%
2010 2
 
< 0.1%
Other values (1368) 1419
 
23.6%
ValueCountFrequency (%)
0 4559
76.0%
410 1
 
< 0.1%
489 1
 
< 0.1%
510 1
 
< 0.1%
518 1
 
< 0.1%
ValueCountFrequency (%)
178426 1
< 0.1%
176596 1
< 0.1%
157811 1
< 0.1%
144873 1
< 0.1%
135348 1
< 0.1%

포인트_적립포인트_R3M
Real number (ℝ)

Zeros 

Distinct1174
Distinct (%)19.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1663.240167
Minimum0
Maximum44179
Zeros4796
Zeros (%)79.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:25.536059image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile10794.6
Maximum44179
Range44179
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4602.374159
Coefficient of variation (CV)2.767113404
Kurtosis16.76192206
Mean1663.240167
Median Absolute Deviation (MAD)0
Skewness3.795173691
Sum9979441
Variance21181847.9
MonotonicityNot monotonic
2025-04-09T11:30:25.604661image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4796
79.9%
4285 2
 
< 0.1%
5066 2
 
< 0.1%
5388 2
 
< 0.1%
4864 2
 
< 0.1%
5595 2
 
< 0.1%
5695 2
 
< 0.1%
4206 2
 
< 0.1%
961 2
 
< 0.1%
14198 2
 
< 0.1%
Other values (1164) 1186
 
19.8%
ValueCountFrequency (%)
0 4796
79.9%
33 1
 
< 0.1%
254 1
 
< 0.1%
274 1
 
< 0.1%
335 1
 
< 0.1%
ValueCountFrequency (%)
44179 1
< 0.1%
37518 1
< 0.1%
36265 1
< 0.1%
35002 1
< 0.1%
34983 1
< 0.1%

포인트_이용포인트_R12M
Real number (ℝ)

Zeros 

Distinct1962
Distinct (%)32.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14883.484
Minimum0
Maximum1737161
Zeros3914
Zeros (%)65.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:25.682793image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32867
95-th percentile71825.95
Maximum1737161
Range1737161
Interquartile range (IQR)2867

Descriptive statistics

Standard deviation66478.90915
Coefficient of variation (CV)4.466622811
Kurtosis158.9015925
Mean14883.484
Median Absolute Deviation (MAD)0
Skewness10.08539621
Sum89300904
Variance4419445361
MonotonicityNot monotonic
2025-04-09T11:30:25.767503image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3914
65.2%
1847 4
 
0.1%
2798 3
 
0.1%
2514 3
 
0.1%
2143 3
 
0.1%
1374 3
 
0.1%
2342 3
 
0.1%
1761 3
 
0.1%
2278 3
 
0.1%
1314 3
 
0.1%
Other values (1952) 2058
34.3%
ValueCountFrequency (%)
0 3914
65.2%
264 1
 
< 0.1%
285 1
 
< 0.1%
421 1
 
< 0.1%
446 1
 
< 0.1%
ValueCountFrequency (%)
1737161 1
< 0.1%
1312558 1
< 0.1%
1232390 1
< 0.1%
1034907 1
< 0.1%
858148 1
< 0.1%

포인트_이용포인트_R3M
Real number (ℝ)

Zeros 

Distinct1393
Distinct (%)23.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2674.844167
Minimum0
Maximum144183
Zeros4547
Zeros (%)75.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:25.852144image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile16187.2
Maximum144183
Range144183
Interquartile range (IQR)0

Descriptive statistics

Standard deviation8891.175237
Coefficient of variation (CV)3.323997468
Kurtosis43.70356266
Mean2674.844167
Median Absolute Deviation (MAD)0
Skewness5.681754825
Sum16049065
Variance79052997.09
MonotonicityNot monotonic
2025-04-09T11:30:25.937353image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4547
75.8%
3554 3
 
0.1%
2221 3
 
0.1%
18413 2
 
< 0.1%
1024 2
 
< 0.1%
1526 2
 
< 0.1%
1999 2
 
< 0.1%
3056 2
 
< 0.1%
1126 2
 
< 0.1%
502 2
 
< 0.1%
Other values (1383) 1433
 
23.9%
ValueCountFrequency (%)
0 4547
75.8%
194 1
 
< 0.1%
205 1
 
< 0.1%
210 1
 
< 0.1%
226 1
 
< 0.1%
ValueCountFrequency (%)
144183 1
< 0.1%
121644 1
< 0.1%
100840 1
< 0.1%
94636 1
< 0.1%
92177 1
< 0.1%

마일_적립포인트_R12M
Real number (ℝ)

Zeros 

Distinct193
Distinct (%)3.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean442.0561667
Minimum0
Maximum47241
Zeros5808
Zeros (%)96.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:26.021557image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum47241
Range47241
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2809.129743
Coefficient of variation (CV)6.35468964
Kurtosis71.13459026
Mean442.0561667
Median Absolute Deviation (MAD)0
Skewness7.751963182
Sum2652337
Variance7891209.912
MonotonicityNot monotonic
2025-04-09T11:30:26.106169image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5808
96.8%
12945 1
 
< 0.1%
16754 1
 
< 0.1%
3834 1
 
< 0.1%
16307 1
 
< 0.1%
14281 1
 
< 0.1%
7059 1
 
< 0.1%
13725 1
 
< 0.1%
2989 1
 
< 0.1%
11668 1
 
< 0.1%
Other values (183) 183
 
3.0%
ValueCountFrequency (%)
0 5808
96.8%
2670 1
 
< 0.1%
2718 1
 
< 0.1%
2720 1
 
< 0.1%
2989 1
 
< 0.1%
ValueCountFrequency (%)
47241 1
< 0.1%
44923 1
< 0.1%
38181 1
< 0.1%
32928 1
< 0.1%
32376 1
< 0.1%

마일_적립포인트_R3M
Real number (ℝ)

Zeros 

Distinct296
Distinct (%)4.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean153.9865
Minimum0
Maximum9350
Zeros5688
Zeros (%)94.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:26.184400image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1617.5
Maximum9350
Range9350
Interquartile range (IQR)0

Descriptive statistics

Standard deviation728.2351777
Coefficient of variation (CV)4.729214429
Kurtosis37.03962202
Mean153.9865
Median Absolute Deviation (MAD)0
Skewness5.650229682
Sum923919
Variance530326.4741
MonotonicityNot monotonic
2025-04-09T11:30:26.253561image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5688
94.8%
1708 2
 
< 0.1%
1791 2
 
< 0.1%
2010 2
 
< 0.1%
2800 2
 
< 0.1%
3018 2
 
< 0.1%
2424 2
 
< 0.1%
1764 2
 
< 0.1%
2523 2
 
< 0.1%
1970 2
 
< 0.1%
Other values (286) 294
 
4.9%
ValueCountFrequency (%)
0 5688
94.8%
1423 1
 
< 0.1%
1517 1
 
< 0.1%
1536 1
 
< 0.1%
1567 1
 
< 0.1%
ValueCountFrequency (%)
9350 1
< 0.1%
8147 1
< 0.1%
8019 1
< 0.1%
7593 1
< 0.1%
7365 1
< 0.1%

마일_이용포인트_R12M
Real number (ℝ)

Zeros 

Distinct175
Distinct (%)2.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean492.3298333
Minimum0
Maximum34344
Zeros5826
Zeros (%)97.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:26.338095image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum34344
Range34344
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2950.243111
Coefficient of variation (CV)5.992411817
Kurtosis40.88699785
Mean492.3298333
Median Absolute Deviation (MAD)0
Skewness6.290307114
Sum2953979
Variance8703934.413
MonotonicityNot monotonic
2025-04-09T11:30:26.407099image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5826
97.1%
19547 1
 
< 0.1%
16771 1
 
< 0.1%
12461 1
 
< 0.1%
13422 1
 
< 0.1%
13603 1
 
< 0.1%
11860 1
 
< 0.1%
17128 1
 
< 0.1%
22138 1
 
< 0.1%
12270 1
 
< 0.1%
Other values (165) 165
 
2.8%
ValueCountFrequency (%)
0 5826
97.1%
10697 1
 
< 0.1%
10940 1
 
< 0.1%
11073 1
 
< 0.1%
11305 1
 
< 0.1%
ValueCountFrequency (%)
34344 1
< 0.1%
31800 1
< 0.1%
30861 1
< 0.1%
28025 1
< 0.1%
27792 1
< 0.1%

마일_이용포인트_R3M
Real number (ℝ)

Zeros 

Distinct160
Distinct (%)2.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean100.5051667
Minimum0
Maximum6549
Zeros5837
Zeros (%)97.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:26.485254image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6549
Range6549
Interquartile range (IQR)0

Descriptive statistics

Standard deviation618.9752373
Coefficient of variation (CV)6.158640971
Kurtosis41.15715034
Mean100.5051667
Median Absolute Deviation (MAD)0
Skewness6.371156596
Sum603031
Variance383130.3444
MonotonicityNot monotonic
2025-04-09T11:30:26.569979image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5837
97.3%
3215 2
 
< 0.1%
3923 2
 
< 0.1%
4308 2
 
< 0.1%
3653 2
 
< 0.1%
3331 1
 
< 0.1%
4365 1
 
< 0.1%
3128 1
 
< 0.1%
3010 1
 
< 0.1%
2556 1
 
< 0.1%
Other values (150) 150
 
2.5%
ValueCountFrequency (%)
0 5837
97.3%
2374 1
 
< 0.1%
2396 1
 
< 0.1%
2488 1
 
< 0.1%
2556 1
 
< 0.1%
ValueCountFrequency (%)
6549 1
< 0.1%
6524 1
< 0.1%
6254 1
< 0.1%
5637 1
< 0.1%
5476 1
< 0.1%

마일_잔여포인트_B0M
Real number (ℝ)

Zeros 

Distinct130
Distinct (%)2.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.03733333
Minimum0
Maximum1041
Zeros5831
Zeros (%)97.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:26.654640image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1041
Range1041
Interquartile range (IQR)0

Descriptive statistics

Standard deviation107.6570912
Coefficient of variation (CV)5.968570253
Kurtosis35.74224405
Mean18.03733333
Median Absolute Deviation (MAD)0
Skewness6.018537941
Sum108224
Variance11590.04928
MonotonicityNot monotonic
2025-04-09T11:30:26.739260image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5831
97.2%
601 3
 
0.1%
587 3
 
0.1%
560 3
 
0.1%
631 3
 
0.1%
531 3
 
0.1%
534 3
 
0.1%
537 3
 
0.1%
527 3
 
0.1%
745 2
 
< 0.1%
Other values (120) 143
 
2.4%
ValueCountFrequency (%)
0 5831
97.2%
464 1
 
< 0.1%
476 1
 
< 0.1%
481 1
 
< 0.1%
493 1
 
< 0.1%
ValueCountFrequency (%)
1041 1
< 0.1%
990 1
< 0.1%
977 1
< 0.1%
973 1
< 0.1%
884 1
< 0.1%

할인건수_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9611666667
Minimum0
Maximum3
Zeros421
Zeros (%)7.0%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:26.808268image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median1
Q31
95-th percentile1
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3346799078
Coefficient of variation (CV)0.3482017421
Kurtosis11.84718327
Mean0.9611666667
Median Absolute Deviation (MAD)0
Skewness0.2741546784
Sum5767
Variance0.1120106407
MonotonicityNot monotonic
2025-04-09T11:30:26.870794image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
1 5427
90.5%
0 421
 
7.0%
2 116
 
1.9%
3 36
 
0.6%
ValueCountFrequency (%)
0 421
 
7.0%
1 5427
90.5%
2 116
 
1.9%
3 36
 
0.6%
ValueCountFrequency (%)
3 36
 
0.6%
2 116
 
1.9%
1 5427
90.5%
0 421
 
7.0%

할인금액_R3M
Real number (ℝ)

Zeros 

Distinct379
Distinct (%)6.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean66.96283333
Minimum0
Maximum1014
Zeros4460
Zeros (%)74.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:26.940300image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q310
95-th percentile451.25
Maximum1014
Range1014
Interquartile range (IQR)10

Descriptive statistics

Standard deviation169.804685
Coefficient of variation (CV)2.535804962
Kurtosis9.864446142
Mean66.96283333
Median Absolute Deviation (MAD)0
Skewness3.082186741
Sum401777
Variance28833.63106
MonotonicityNot monotonic
2025-04-09T11:30:27.024614image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4460
74.3%
27 109
 
1.8%
150 95
 
1.6%
149 71
 
1.2%
26 65
 
1.1%
510 53
 
0.9%
11 40
 
0.7%
12 40
 
0.7%
2 34
 
0.6%
99 26
 
0.4%
Other values (369) 1007
 
16.8%
ValueCountFrequency (%)
0 4460
74.3%
2 34
 
0.6%
3 2
 
< 0.1%
8 1
 
< 0.1%
9 2
 
< 0.1%
ValueCountFrequency (%)
1014 1
< 0.1%
1011 1
< 0.1%
994 1
< 0.1%
992 1
< 0.1%
990 1
< 0.1%

할인건수_B0M
Real number (ℝ)

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9926666667
Minimum0
Maximum1
Zeros44
Zeros (%)0.7%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:27.087115image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.08532742242
Coefficient of variation (CV)0.08595777947
Kurtosis131.4815661
Mean0.9926666667
Median Absolute Deviation (MAD)0
Skewness-11.5515254
Sum5956
Variance0.007280769017
MonotonicityNot monotonic
2025-04-09T11:30:27.140207image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 5956
99.3%
0 44
 
0.7%
ValueCountFrequency (%)
0 44
 
0.7%
1 5956
99.3%
ValueCountFrequency (%)
1 5956
99.3%
0 44
 
0.7%

할인금액_B0M
Real number (ℝ)

Zeros 

Distinct155
Distinct (%)2.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean21.369
Minimum0
Maximum348
Zeros4710
Zeros (%)78.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:28.374788image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile136
Maximum348
Range348
Interquartile range (IQR)0

Descriptive statistics

Standard deviation55.96175592
Coefficient of variation (CV)2.618828954
Kurtosis9.98393527
Mean21.369
Median Absolute Deviation (MAD)0
Skewness3.099531614
Sum128214
Variance3131.718125
MonotonicityNot monotonic
2025-04-09T11:30:28.459451image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4710
78.5%
50 129
 
2.1%
9 115
 
1.9%
170 114
 
1.9%
49 57
 
0.9%
8 56
 
0.9%
13 54
 
0.9%
14 47
 
0.8%
12 38
 
0.6%
15 32
 
0.5%
Other values (145) 648
 
10.8%
ValueCountFrequency (%)
0 4710
78.5%
2 5
 
0.1%
3 8
 
0.1%
8 56
 
0.9%
9 115
 
1.9%
ValueCountFrequency (%)
348 1
< 0.1%
347 1
< 0.1%
342 1
< 0.1%
339 1
< 0.1%
336 1
< 0.1%

할인금액_청구서_R3M
Real number (ℝ)

Zeros 

Distinct493
Distinct (%)8.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean105.1391667
Minimum0
Maximum1460
Zeros3997
Zeros (%)66.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:28.544128image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q350
95-th percentile532.05
Maximum1460
Range1460
Interquartile range (IQR)50

Descriptive statistics

Standard deviation226.3936685
Coefficient of variation (CV)2.153276231
Kurtosis8.48128785
Mean105.1391667
Median Absolute Deviation (MAD)0
Skewness2.743358512
Sum630835
Variance51254.09315
MonotonicityNot monotonic
2025-04-09T11:30:28.613132image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3997
66.6%
150 126
 
2.1%
27 124
 
2.1%
26 60
 
1.0%
149 44
 
0.7%
14 39
 
0.7%
3 33
 
0.5%
15 30
 
0.5%
101 25
 
0.4%
100 24
 
0.4%
Other values (483) 1498
 
25.0%
ValueCountFrequency (%)
0 3997
66.6%
2 20
 
0.3%
3 33
 
0.5%
7 2
 
< 0.1%
8 2
 
< 0.1%
ValueCountFrequency (%)
1460 1
< 0.1%
1441 1
< 0.1%
1379 1
< 0.1%
1370 1
< 0.1%
1346 1
< 0.1%

할인금액_청구서_B0M
Real number (ℝ)

Zeros 

Distinct211
Distinct (%)3.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean35.3585
Minimum0
Maximum462
Zeros4323
Zeros (%)72.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:28.691263image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q39
95-th percentile174
Maximum462
Range462
Interquartile range (IQR)9

Descriptive statistics

Standard deviation77.89305617
Coefficient of variation (CV)2.202951374
Kurtosis7.051651656
Mean35.3585
Median Absolute Deviation (MAD)0
Skewness2.57120894
Sum212151
Variance6067.328199
MonotonicityNot monotonic
2025-04-09T11:30:28.775902image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4323
72.0%
9 148
 
2.5%
50 138
 
2.3%
8 62
 
1.0%
49 49
 
0.8%
163 41
 
0.7%
167 40
 
0.7%
164 38
 
0.6%
165 33
 
0.5%
161 32
 
0.5%
Other values (201) 1096
 
18.3%
ValueCountFrequency (%)
0 4323
72.0%
2 8
 
0.1%
3 16
 
0.3%
4 2
 
< 0.1%
5 2
 
< 0.1%
ValueCountFrequency (%)
462 1
< 0.1%
447 1
< 0.1%
446 1
< 0.1%
445 1
< 0.1%
440 1
< 0.1%

상환개월수_결제일_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.068166667
Minimum0
Maximum6
Zeros993
Zeros (%)16.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:28.829294image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12
median5
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.378331919
Coefficient of variation (CV)0.5846200792
Kurtosis-1.120301397
Mean4.068166667
Median Absolute Deviation (MAD)1
Skewness-0.7619021436
Sum24409
Variance5.656462716
MonotonicityNot monotonic
2025-04-09T11:30:28.891815image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 2948
49.1%
0 993
 
16.6%
5 674
 
11.2%
1 465
 
7.8%
4 440
 
7.3%
2 314
 
5.2%
3 166
 
2.8%
ValueCountFrequency (%)
0 993
16.6%
1 465
7.8%
2 314
 
5.2%
3 166
 
2.8%
4 440
7.3%
ValueCountFrequency (%)
6 2948
49.1%
5 674
 
11.2%
4 440
 
7.3%
3 166
 
2.8%
2 314
 
5.2%

상환개월수_결제일_R3M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.0825
Minimum0
Maximum3
Zeros1351
Zeros (%)22.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:28.945201image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median3
Q33
95-th percentile3
Maximum3
Range3
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.26225696
Coefficient of variation (CV)0.6061257909
Kurtosis-1.114139691
Mean2.0825
Median Absolute Deviation (MAD)0
Skewness-0.8274728809
Sum12495
Variance1.593292632
MonotonicityNot monotonic
2025-04-09T11:30:28.992054image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
3 3696
61.6%
0 1351
 
22.5%
1 499
 
8.3%
2 454
 
7.6%
ValueCountFrequency (%)
0 1351
 
22.5%
1 499
 
8.3%
2 454
 
7.6%
3 3696
61.6%
ValueCountFrequency (%)
3 3696
61.6%
2 454
 
7.6%
1 499
 
8.3%
0 1351
 
22.5%

선결제건수_R6M
Real number (ℝ)

Zeros 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2926666667
Minimum0
Maximum7
Zeros5449
Zeros (%)90.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:29.061067image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.033049251
Coefficient of variation (CV)3.529781038
Kurtosis16.45332921
Mean0.2926666667
Median Absolute Deviation (MAD)0
Skewness3.98286936
Sum1756
Variance1.067190754
MonotonicityNot monotonic
2025-04-09T11:30:29.114471image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0 5449
90.8%
2 203
 
3.4%
3 129
 
2.1%
4 61
 
1.0%
5 58
 
1.0%
6 43
 
0.7%
1 38
 
0.6%
7 19
 
0.3%
ValueCountFrequency (%)
0 5449
90.8%
1 38
 
0.6%
2 203
 
3.4%
3 129
 
2.1%
4 61
 
1.0%
ValueCountFrequency (%)
7 19
 
0.3%
6 43
 
0.7%
5 58
1.0%
4 61
1.0%
3 129
2.1%

선결제건수_R3M
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1441666667
Minimum0
Maximum4
Zeros5616
Zeros (%)93.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:29.176989image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5748371177
Coefficient of variation (CV)3.987309487
Kurtosis15.68968343
Mean0.1441666667
Median Absolute Deviation (MAD)0
Skewness4.046710993
Sum865
Variance0.3304377118
MonotonicityNot monotonic
2025-04-09T11:30:29.230371image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 5616
93.6%
2 228
 
3.8%
3 113
 
1.9%
1 34
 
0.6%
4 9
 
0.1%
ValueCountFrequency (%)
0 5616
93.6%
1 34
 
0.6%
2 228
 
3.8%
3 113
 
1.9%
4 9
 
0.1%
ValueCountFrequency (%)
4 9
 
0.1%
3 113
 
1.9%
2 228
 
3.8%
1 34
 
0.6%
0 5616
93.6%

연체건수_R6M
Real number (ℝ)

Zeros 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4416666667
Minimum0
Maximum7
Zeros5060
Zeros (%)84.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:29.292871image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.223320607
Coefficient of variation (CV)2.769782507
Kurtosis9.469490414
Mean0.4416666667
Median Absolute Deviation (MAD)0
Skewness3.130921612
Sum2650
Variance1.496513308
MonotonicityNot monotonic
2025-04-09T11:30:29.361904image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0 5060
84.3%
2 282
 
4.7%
1 245
 
4.1%
3 121
 
2.0%
5 116
 
1.9%
4 84
 
1.4%
6 82
 
1.4%
7 10
 
0.2%
ValueCountFrequency (%)
0 5060
84.3%
1 245
 
4.1%
2 282
 
4.7%
3 121
 
2.0%
4 84
 
1.4%
ValueCountFrequency (%)
7 10
 
0.2%
6 82
1.4%
5 116
1.9%
4 84
1.4%
3 121
2.0%

연체건수_R3M
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2126666667
Minimum0
Maximum4
Zeros5397
Zeros (%)90.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:29.415287image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.685456926
Coefficient of variation (CV)3.22315169
Kurtosis9.934105526
Mean0.2126666667
Median Absolute Deviation (MAD)0
Skewness3.290859041
Sum1276
Variance0.4698511974
MonotonicityNot monotonic
2025-04-09T11:30:29.478111image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 5397
90.0%
2 250
 
4.2%
3 189
 
3.1%
1 149
 
2.5%
4 15
 
0.2%
ValueCountFrequency (%)
0 5397
90.0%
1 149
 
2.5%
2 250
 
4.2%
3 189
 
3.1%
4 15
 
0.2%
ValueCountFrequency (%)
4 15
 
0.2%
3 189
 
3.1%
2 250
 
4.2%
1 149
 
2.5%
0 5397
90.0%

혜택수혜금액_R3M
Real number (ℝ)

Zeros 

Distinct479
Distinct (%)8.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean114.7065
Minimum0
Maximum1628
Zeros3404
Zeros (%)56.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:29.546657image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3136
95-th percentile669.2
Maximum1628
Range1628
Interquartile range (IQR)136

Descriptive statistics

Standard deviation228.9934614
Coefficient of variation (CV)1.996342504
Kurtosis7.519344601
Mean114.7065
Median Absolute Deviation (MAD)0
Skewness2.648835077
Sum688239
Variance52438.00536
MonotonicityNot monotonic
2025-04-09T11:30:29.615704image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3404
56.7%
150 97
 
1.6%
3 94
 
1.6%
26 92
 
1.5%
5 71
 
1.2%
149 70
 
1.2%
2 62
 
1.0%
6 62
 
1.0%
148 34
 
0.6%
27 33
 
0.5%
Other values (469) 1981
33.0%
ValueCountFrequency (%)
0 3404
56.7%
1 14
 
0.2%
2 62
 
1.0%
3 94
 
1.6%
4 18
 
0.3%
ValueCountFrequency (%)
1628 1
< 0.1%
1606 1
< 0.1%
1600 1
< 0.1%
1598 1
< 0.1%
1396 1
< 0.1%

포인트_마일리지_환산_B0M
Real number (ℝ)

Zeros 

Distinct176
Distinct (%)2.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.439333333
Minimum0
Maximum467
Zeros5691
Zeros (%)94.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:29.693861image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile64.05
Maximum467
Range467
Interquartile range (IQR)0

Descriptive statistics

Standard deviation41.04089885
Coefficient of variation (CV)4.863049868
Kurtosis36.1359498
Mean8.439333333
Median Absolute Deviation (MAD)0
Skewness5.725315173
Sum50636
Variance1684.355379
MonotonicityNot monotonic
2025-04-09T11:30:29.778510image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5691
94.8%
79 6
 
0.1%
84 6
 
0.1%
82 5
 
0.1%
164 5
 
0.1%
74 5
 
0.1%
77 4
 
0.1%
110 4
 
0.1%
154 4
 
0.1%
161 4
 
0.1%
Other values (166) 266
 
4.4%
ValueCountFrequency (%)
0 5691
94.8%
49 1
 
< 0.1%
57 1
 
< 0.1%
59 2
 
< 0.1%
60 1
 
< 0.1%
ValueCountFrequency (%)
467 1
< 0.1%
425 1
< 0.1%
413 1
< 0.1%
405 1
< 0.1%
391 1
< 0.1%

혜택수혜금액
Real number (ℝ)

Zeros 

Distinct139
Distinct (%)2.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean37.89066667
Minimum0
Maximum572
Zeros3750
Zeros (%)62.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:29.847523image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q349
95-th percentile254
Maximum572
Range572
Interquartile range (IQR)49

Descriptive statistics

Standard deviation76.19613303
Coefficient of variation (CV)2.010947279
Kurtosis6.898876027
Mean37.89066667
Median Absolute Deviation (MAD)0
Skewness2.5056716
Sum227344
Variance5805.850688
MonotonicityNot monotonic
2025-04-09T11:30:29.932197image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3750
62.5%
50 211
 
3.5%
2 163
 
2.7%
49 148
 
2.5%
1 129
 
2.1%
8 105
 
1.8%
116 73
 
1.2%
51 73
 
1.2%
48 69
 
1.1%
9 64
 
1.1%
Other values (129) 1215
 
20.2%
ValueCountFrequency (%)
0 3750
62.5%
1 129
 
2.1%
2 163
 
2.7%
8 105
 
1.8%
9 64
 
1.1%
ValueCountFrequency (%)
572 1
< 0.1%
543 1
< 0.1%
542 1
< 0.1%
536 1
< 0.1%
535 1
< 0.1%

잔액_일시불_B0M
Real number (ℝ)

Zeros 

Distinct3270
Distinct (%)54.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3310.955667
Minimum0
Maximum111844
Zeros1659
Zeros (%)27.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:30.010348image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1204
Q33527.25
95-th percentile13850.45
Maximum111844
Range111844
Interquartile range (IQR)3527.25

Descriptive statistics

Standard deviation6706.863474
Coefficient of variation (CV)2.025657891
Kurtosis52.2018996
Mean3310.955667
Median Absolute Deviation (MAD)1204
Skewness5.776637293
Sum19865734
Variance44982017.65
MonotonicityNot monotonic
2025-04-09T11:30:30.079502image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1659
 
27.7%
307 7
 
0.1%
15 6
 
0.1%
25 6
 
0.1%
33 6
 
0.1%
21 6
 
0.1%
10 6
 
0.1%
526 5
 
0.1%
543 5
 
0.1%
20 5
 
0.1%
Other values (3260) 4289
71.5%
ValueCountFrequency (%)
0 1659
27.7%
5 2
 
< 0.1%
6 5
 
0.1%
7 3
 
0.1%
8 2
 
< 0.1%
ValueCountFrequency (%)
111844 1
< 0.1%
94020 1
< 0.1%
86005 1
< 0.1%
84268 1
< 0.1%
81686 1
< 0.1%

잔액_할부_B0M
Real number (ℝ)

Zeros 

Distinct1593
Distinct (%)26.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1343.101667
Minimum0
Maximum31625
Zeros4173
Zeros (%)69.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:30.148613image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31640
95-th percentile7088.25
Maximum31625
Range31625
Interquartile range (IQR)1640

Descriptive statistics

Standard deviation2960.680195
Coefficient of variation (CV)2.20436045
Kurtosis16.87926677
Mean1343.101667
Median Absolute Deviation (MAD)0
Skewness3.548265151
Sum8058610
Variance8765627.216
MonotonicityNot monotonic
2025-04-09T11:30:30.233162image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4173
69.5%
1713 6
 
0.1%
1234 4
 
0.1%
1379 3
 
0.1%
1937 3
 
0.1%
2086 3
 
0.1%
2555 3
 
0.1%
2046 3
 
0.1%
2403 3
 
0.1%
1349 3
 
0.1%
Other values (1583) 1796
29.9%
ValueCountFrequency (%)
0 4173
69.5%
703 1
 
< 0.1%
727 1
 
< 0.1%
733 1
 
< 0.1%
740 1
 
< 0.1%
ValueCountFrequency (%)
31625 1
< 0.1%
29830 1
< 0.1%
26957 1
< 0.1%
25579 1
< 0.1%
25384 1
< 0.1%

잔액_현금서비스_B0M
Real number (ℝ)

Zeros 

Distinct304
Distinct (%)5.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean719.0775
Minimum0
Maximum36532
Zeros5694
Zeros (%)94.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:30.311387image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4793.05
Maximum36532
Range36532
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3439.703459
Coefficient of variation (CV)4.783494768
Kurtosis32.52911631
Mean719.0775
Median Absolute Deviation (MAD)0
Skewness5.470197894
Sum4314465
Variance11831559.88
MonotonicityNot monotonic
2025-04-09T11:30:30.379902image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5694
94.9%
17450 2
 
< 0.1%
12805 2
 
< 0.1%
9900 2
 
< 0.1%
10234 1
 
< 0.1%
16634 1
 
< 0.1%
8867 1
 
< 0.1%
26057 1
 
< 0.1%
22177 1
 
< 0.1%
24297 1
 
< 0.1%
Other values (294) 294
 
4.9%
ValueCountFrequency (%)
0 5694
94.9%
4386 1
 
< 0.1%
4437 1
 
< 0.1%
4503 1
 
< 0.1%
4619 1
 
< 0.1%
ValueCountFrequency (%)
36532 1
< 0.1%
36456 1
< 0.1%
35077 1
< 0.1%
34584 1
< 0.1%
31185 1
< 0.1%

잔액_리볼빙일시불이월_B0M
Real number (ℝ)

Zeros 

Distinct141
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean321.5465
Minimum0
Maximum28327
Zeros5860
Zeros (%)97.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:30.464540image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum28327
Range28327
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2207.256768
Coefficient of variation (CV)6.864502546
Kurtosis57.09448044
Mean321.5465
Median Absolute Deviation (MAD)0
Skewness7.387797407
Sum1929279
Variance4871982.44
MonotonicityNot monotonic
2025-04-09T11:30:30.533551image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5860
97.7%
14795 1
 
< 0.1%
19267 1
 
< 0.1%
11732 1
 
< 0.1%
25160 1
 
< 0.1%
17400 1
 
< 0.1%
10401 1
 
< 0.1%
6829 1
 
< 0.1%
15998 1
 
< 0.1%
18391 1
 
< 0.1%
Other values (131) 131
 
2.2%
ValueCountFrequency (%)
0 5860
97.7%
4810 1
 
< 0.1%
5287 1
 
< 0.1%
5380 1
 
< 0.1%
5503 1
 
< 0.1%
ValueCountFrequency (%)
28327 1
< 0.1%
26273 1
< 0.1%
25305 1
< 0.1%
25160 1
< 0.1%
23137 1
< 0.1%

잔액_리볼빙CA이월_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.276166667
Minimum0
Maximum27083
Zeros5998
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:30.596071image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum27083
Range27083
Interquartile range (IQR)0

Descriptive statistics

Standard deviation375.3227257
Coefficient of variation (CV)59.80126814
Kurtosis4621.684616
Mean6.276166667
Median Absolute Deviation (MAD)0
Skewness66.3315822
Sum37657
Variance140867.1484
MonotonicityNot monotonic
2025-04-09T11:30:30.665063image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5998
> 99.9%
10574 1
 
< 0.1%
27083 1
 
< 0.1%
ValueCountFrequency (%)
0 5998
> 99.9%
10574 1
 
< 0.1%
27083 1
 
< 0.1%
ValueCountFrequency (%)
27083 1
 
< 0.1%
10574 1
 
< 0.1%
0 5998
> 99.9%

잔액_카드론_B0M
Real number (ℝ)

Zeros 

Distinct370
Distinct (%)6.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2496.655833
Minimum0
Maximum246524
Zeros5629
Zeros (%)93.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:30.734079image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile19163.45
Maximum246524
Range246524
Interquartile range (IQR)0

Descriptive statistics

Standard deviation11942.2772
Coefficient of variation (CV)4.783309352
Kurtosis67.59608436
Mean2496.655833
Median Absolute Deviation (MAD)0
Skewness6.911530352
Sum14979935
Variance142617984.6
MonotonicityNot monotonic
2025-04-09T11:30:30.812203image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5629
93.8%
20589 2
 
< 0.1%
27407 2
 
< 0.1%
48042 1
 
< 0.1%
58582 1
 
< 0.1%
37686 1
 
< 0.1%
28741 1
 
< 0.1%
12296 1
 
< 0.1%
117339 1
 
< 0.1%
19400 1
 
< 0.1%
Other values (360) 360
 
6.0%
ValueCountFrequency (%)
0 5629
93.8%
8196 1
 
< 0.1%
8434 1
 
< 0.1%
8522 1
 
< 0.1%
8972 1
 
< 0.1%
ValueCountFrequency (%)
246524 1
< 0.1%
160692 1
< 0.1%
149720 1
< 0.1%
136076 1
< 0.1%
117339 1
< 0.1%

월중평잔_일시불_B0M
Real number (ℝ)

Zeros 

Distinct3415
Distinct (%)56.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3983.221667
Minimum0
Maximum117363
Zeros1597
Zeros (%)26.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:30.881216image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1379
Q34384
95-th percentile17023.45
Maximum117363
Range117363
Interquartile range (IQR)4384

Descriptive statistics

Standard deviation7978.657113
Coefficient of variation (CV)2.003066307
Kurtosis44.03869711
Mean3983.221667
Median Absolute Deviation (MAD)1379
Skewness5.363518505
Sum23899330
Variance63658969.33
MonotonicityNot monotonic
2025-04-09T11:30:30.965853image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1597
 
26.6%
25 10
 
0.2%
24 7
 
0.1%
9 6
 
0.1%
19 6
 
0.1%
33 6
 
0.1%
36 6
 
0.1%
12 6
 
0.1%
7 5
 
0.1%
27 5
 
0.1%
Other values (3405) 4346
72.4%
ValueCountFrequency (%)
0 1597
26.6%
5 2
 
< 0.1%
6 4
 
0.1%
7 5
 
0.1%
8 4
 
0.1%
ValueCountFrequency (%)
117363 1
< 0.1%
116110 1
< 0.1%
105059 1
< 0.1%
92927 1
< 0.1%
91315 1
< 0.1%

월중평잔_할부_B0M
Real number (ℝ)

Zeros 

Distinct1694
Distinct (%)28.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1559.9585
Minimum0
Maximum66283
Zeros4030
Zeros (%)67.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:31.050556image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31316.5
95-th percentile8055.75
Maximum66283
Range66283
Interquartile range (IQR)1316.5

Descriptive statistics

Standard deviation4563.57561
Coefficient of variation (CV)2.925446805
Kurtosis55.81130642
Mean1559.9585
Median Absolute Deviation (MAD)0
Skewness6.378445821
Sum9359751
Variance20826222.35
MonotonicityNot monotonic
2025-04-09T11:30:31.119543image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4030
67.2%
2082 4
 
0.1%
1801 4
 
0.1%
815 4
 
0.1%
2297 4
 
0.1%
758 4
 
0.1%
986 3
 
0.1%
915 3
 
0.1%
1508 3
 
0.1%
1406 3
 
0.1%
Other values (1684) 1938
32.3%
ValueCountFrequency (%)
0 4030
67.2%
343 1
 
< 0.1%
361 1
 
< 0.1%
377 1
 
< 0.1%
390 1
 
< 0.1%
ValueCountFrequency (%)
66283 1
< 0.1%
63515 1
< 0.1%
62932 1
< 0.1%
61302 1
< 0.1%
53074 1
< 0.1%

월중평잔_CA_B0M
Real number (ℝ)

Zeros 

Distinct357
Distinct (%)5.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean720.5963333
Minimum0
Maximum49305
Zeros5642
Zeros (%)94.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:31.213299image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3632.3
Maximum49305
Range49305
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3646.911683
Coefficient of variation (CV)5.06096342
Kurtosis51.76024325
Mean720.5963333
Median Absolute Deviation (MAD)0
Skewness6.656192825
Sum4323578
Variance13299964.83
MonotonicityNot monotonic
2025-04-09T11:30:31.282308image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5642
94.0%
2539 2
 
< 0.1%
2919 2
 
< 0.1%
25032 1
 
< 0.1%
11925 1
 
< 0.1%
6127 1
 
< 0.1%
32089 1
 
< 0.1%
30088 1
 
< 0.1%
27986 1
 
< 0.1%
21935 1
 
< 0.1%
Other values (347) 347
 
5.8%
ValueCountFrequency (%)
0 5642
94.0%
2076 1
 
< 0.1%
2087 1
 
< 0.1%
2184 1
 
< 0.1%
2218 1
 
< 0.1%
ValueCountFrequency (%)
49305 1
< 0.1%
46956 1
< 0.1%
46748 1
< 0.1%
46153 1
< 0.1%
38656 1
< 0.1%

연체일자_B0M
Real number (ℝ)

Missing 

Distinct5
Distinct (%)100.0%
Missing5995
Missing (%)99.9%
Infinite0
Infinite (%)0.0%
Mean20180632.6
Minimum20180505
Maximum20180917
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:31.351373image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum20180505
5-th percentile20180508
Q120180520
median20180603
Q320180618
95-th percentile20180857.2
Maximum20180917
Range412
Interquartile range (IQR)98

Descriptive statistics

Standard deviation166.5331799
Coefficient of variation (CV)8.25212882 × 10-6
Kurtosis3.325660102
Mean20180632.6
Median Absolute Deviation (MAD)83
Skewness1.756426911
Sum100903163
Variance27733.3
MonotonicityStrictly increasing
2025-04-09T11:30:31.399096image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
20180505 1
 
< 0.1%
20180520 1
 
< 0.1%
20180603 1
 
< 0.1%
20180618 1
 
< 0.1%
20180917 1
 
< 0.1%
(Missing) 5995
99.9%
ValueCountFrequency (%)
20180505 1
< 0.1%
20180520 1
< 0.1%
20180603 1
< 0.1%
20180618 1
< 0.1%
20180917 1
< 0.1%
ValueCountFrequency (%)
20180917 1
< 0.1%
20180618 1
< 0.1%
20180603 1
< 0.1%
20180520 1
< 0.1%
20180505 1
< 0.1%

연체잔액_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.057833333
Minimum0
Maximum3916
Zeros5998
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:31.467107image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3916
Range3916
Interquartile range (IQR)0

Descriptive statistics

Standard deviation59.50020057
Coefficient of variation (CV)56.24723545
Kurtosis3588.55443
Mean1.057833333
Median Absolute Deviation (MAD)0
Skewness58.85714833
Sum6347
Variance3540.273868
MonotonicityNot monotonic
2025-04-09T11:30:31.520588image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5998
> 99.9%
3916 1
 
< 0.1%
2431 1
 
< 0.1%
ValueCountFrequency (%)
0 5998
> 99.9%
2431 1
 
< 0.1%
3916 1
 
< 0.1%
ValueCountFrequency (%)
3916 1
 
< 0.1%
2431 1
 
< 0.1%
0 5998
> 99.9%

연체잔액_일시불_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2425
Minimum0
Maximum1455
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:31.583096image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1455
Range1455
Interquartile range (IQR)0

Descriptive statistics

Standard deviation18.78396923
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.2425
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum1455
Variance352.8375
MonotonicityNot monotonic
2025-04-09T11:30:31.636487image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
1455 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
1455 1
 
< 0.1%
ValueCountFrequency (%)
1455 1
 
< 0.1%
0 5999
> 99.9%

연체잔액_할부_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8151666667
Minimum0
Maximum2460
Zeros5998
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:31.698986image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2460
Range2460
Interquartile range (IQR)0

Descriptive statistics

Standard deviation44.64558068
Coefficient of variation (CV)54.76865347
Kurtosis2997.920932
Mean0.8151666667
Median Absolute Deviation (MAD)0
Skewness54.76144677
Sum4891
Variance1993.227875
MonotonicityNot monotonic
2025-04-09T11:30:31.752371image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5998
> 99.9%
2460 1
 
< 0.1%
2431 1
 
< 0.1%
ValueCountFrequency (%)
0 5998
> 99.9%
2431 1
 
< 0.1%
2460 1
 
< 0.1%
ValueCountFrequency (%)
2460 1
 
< 0.1%
2431 1
 
< 0.1%
0 5998
> 99.9%

잔액_현금서비스_B1M
Real number (ℝ)

Zeros 

Distinct320
Distinct (%)5.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean769.8395
Minimum0
Maximum45469
Zeros5680
Zeros (%)94.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:31.821378image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4433.25
Maximum45469
Range45469
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3807.571319
Coefficient of variation (CV)4.945928754
Kurtosis41.16785748
Mean769.8395
Median Absolute Deviation (MAD)0
Skewness6.045118253
Sum4619037
Variance14497599.35
MonotonicityNot monotonic
2025-04-09T11:30:31.899508image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5680
94.7%
9337 2
 
< 0.1%
28938 1
 
< 0.1%
30640 1
 
< 0.1%
24644 1
 
< 0.1%
8495 1
 
< 0.1%
15568 1
 
< 0.1%
11747 1
 
< 0.1%
17622 1
 
< 0.1%
8412 1
 
< 0.1%
Other values (310) 310
 
5.2%
ValueCountFrequency (%)
0 5680
94.7%
3082 1
 
< 0.1%
3439 1
 
< 0.1%
3501 1
 
< 0.1%
3518 1
 
< 0.1%
ValueCountFrequency (%)
45469 1
< 0.1%
45204 1
< 0.1%
42246 1
< 0.1%
41568 1
< 0.1%
38455 1
< 0.1%

잔액_현금서비스_B2M
Real number (ℝ)

Zeros 

Distinct328
Distinct (%)5.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean766.2105
Minimum0
Maximum45469
Zeros5673
Zeros (%)94.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:31.984251image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4610.75
Maximum45469
Range45469
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3757.96703
Coefficient of variation (CV)4.904614371
Kurtosis41.1144531
Mean766.2105
Median Absolute Deviation (MAD)0
Skewness6.027023328
Sum4597263
Variance14122316.2
MonotonicityNot monotonic
2025-04-09T11:30:32.053158image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5673
94.5%
9553 1
 
< 0.1%
26676 1
 
< 0.1%
29815 1
 
< 0.1%
30949 1
 
< 0.1%
18657 1
 
< 0.1%
9770 1
 
< 0.1%
17530 1
 
< 0.1%
9943 1
 
< 0.1%
21679 1
 
< 0.1%
Other values (318) 318
 
5.3%
ValueCountFrequency (%)
0 5673
94.5%
3082 1
 
< 0.1%
3439 1
 
< 0.1%
3501 1
 
< 0.1%
3517 1
 
< 0.1%
ValueCountFrequency (%)
45469 1
< 0.1%
45204 1
< 0.1%
41568 1
< 0.1%
39211 1
< 0.1%
38455 1
< 0.1%

잔액_카드론_B1M
Real number (ℝ)

Zeros 

Distinct375
Distinct (%)6.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2622.350833
Minimum0
Maximum244906
Zeros5625
Zeros (%)93.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:32.122164image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile19386.45
Maximum244906
Range244906
Interquartile range (IQR)0

Descriptive statistics

Standard deviation12715.23533
Coefficient of variation (CV)4.848792606
Kurtosis62.66846009
Mean2622.350833
Median Absolute Deviation (MAD)0
Skewness6.867519652
Sum15734105
Variance161677209.5
MonotonicityNot monotonic
2025-04-09T11:30:32.200389image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5625
93.8%
25962 2
 
< 0.1%
61195 1
 
< 0.1%
48782 1
 
< 0.1%
63558 1
 
< 0.1%
31361 1
 
< 0.1%
28014 1
 
< 0.1%
13056 1
 
< 0.1%
118784 1
 
< 0.1%
20084 1
 
< 0.1%
Other values (365) 365
 
6.1%
ValueCountFrequency (%)
0 5625
93.8%
7094 1
 
< 0.1%
7927 1
 
< 0.1%
8301 1
 
< 0.1%
8407 1
 
< 0.1%
ValueCountFrequency (%)
244906 1
< 0.1%
162582 1
< 0.1%
157926 1
< 0.1%
141745 1
< 0.1%
121890 1
< 0.1%

잔액_카드론_B2M
Real number (ℝ)

Zeros 

Distinct376
Distinct (%)6.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2665.2915
Minimum0
Maximum244906
Zeros5624
Zeros (%)93.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:32.284729image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile19452.1
Maximum244906
Range244906
Interquartile range (IQR)0

Descriptive statistics

Standard deviation12791.69913
Coefficient of variation (CV)4.799362145
Kurtosis59.0578554
Mean2665.2915
Median Absolute Deviation (MAD)0
Skewness6.684029024
Sum15991749
Variance163627566.7
MonotonicityNot monotonic
2025-04-09T11:30:32.353662image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5624
93.7%
25962 2
 
< 0.1%
81312 1
 
< 0.1%
244906 1
 
< 0.1%
11320 1
 
< 0.1%
42845 1
 
< 0.1%
60401 1
 
< 0.1%
46508 1
 
< 0.1%
31479 1
 
< 0.1%
12234 1
 
< 0.1%
Other values (366) 366
 
6.1%
ValueCountFrequency (%)
0 5624
93.7%
7094 1
 
< 0.1%
8301 1
 
< 0.1%
8407 1
 
< 0.1%
9062 1
 
< 0.1%
ValueCountFrequency (%)
244906 1
< 0.1%
157926 1
< 0.1%
141745 1
< 0.1%
121890 1
< 0.1%
120784 1
< 0.1%

잔액_카드론_B3M
Real number (ℝ)

Zeros 

Distinct374
Distinct (%)6.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2648.963333
Minimum0
Maximum244906
Zeros5626
Zeros (%)93.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:32.438061image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile19452.1
Maximum244906
Range244906
Interquartile range (IQR)0

Descriptive statistics

Standard deviation12673.5467
Coefficient of variation (CV)4.784342064
Kurtosis58.36889693
Mean2648.963333
Median Absolute Deviation (MAD)0
Skewness6.631169902
Sum15893780
Variance160618786
MonotonicityNot monotonic
2025-04-09T11:30:32.522690image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5626
93.8%
25962 2
 
< 0.1%
105601 1
 
< 0.1%
17849 1
 
< 0.1%
16348 1
 
< 0.1%
141745 1
 
< 0.1%
12837 1
 
< 0.1%
50904 1
 
< 0.1%
68960 1
 
< 0.1%
49426 1
 
< 0.1%
Other values (364) 364
 
6.1%
ValueCountFrequency (%)
0 5626
93.8%
8407 1
 
< 0.1%
8924 1
 
< 0.1%
9062 1
 
< 0.1%
9075 1
 
< 0.1%
ValueCountFrequency (%)
244906 1
< 0.1%
141745 1
< 0.1%
122511 1
< 0.1%
121890 1
< 0.1%
120784 1
< 0.1%

잔액_카드론_B4M
Real number (ℝ)

Zeros 

Distinct372
Distinct (%)6.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2645.567167
Minimum0
Maximum141745
Zeros5628
Zeros (%)93.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:32.585293image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile19130.9
Maximum141745
Range141745
Interquartile range (IQR)0

Descriptive statistics

Standard deviation12396.4924
Coefficient of variation (CV)4.685759847
Kurtosis40.107602
Mean2645.567167
Median Absolute Deviation (MAD)0
Skewness5.931576695
Sum15873403
Variance153673023.9
MonotonicityNot monotonic
2025-04-09T11:30:32.669836image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5628
93.8%
25962 2
 
< 0.1%
29857 1
 
< 0.1%
25414 1
 
< 0.1%
28287 1
 
< 0.1%
72625 1
 
< 0.1%
25550 1
 
< 0.1%
16072 1
 
< 0.1%
16663 1
 
< 0.1%
109415 1
 
< 0.1%
Other values (362) 362
 
6.0%
ValueCountFrequency (%)
0 5628
93.8%
8407 1
 
< 0.1%
8924 1
 
< 0.1%
9075 1
 
< 0.1%
9128 1
 
< 0.1%
ValueCountFrequency (%)
141745 1
< 0.1%
126694 1
< 0.1%
122511 1
< 0.1%
121890 1
< 0.1%
120784 1
< 0.1%

잔액_카드론_B5M
Real number (ℝ)

Zeros 

Distinct378
Distinct (%)6.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2773.647
Minimum0
Maximum213662
Zeros5621
Zeros (%)93.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:32.754468image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile20552.1
Maximum213662
Range213662
Interquartile range (IQR)0

Descriptive statistics

Standard deviation12884.03643
Coefficient of variation (CV)4.645160841
Kurtosis46.7413186
Mean2773.647
Median Absolute Deviation (MAD)0
Skewness6.122742182
Sum16641882
Variance165998394.7
MonotonicityNot monotonic
2025-04-09T11:30:32.823478image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5621
93.7%
19817 2
 
< 0.1%
34691 2
 
< 0.1%
30898 1
 
< 0.1%
73018 1
 
< 0.1%
34233 1
 
< 0.1%
76847 1
 
< 0.1%
27596 1
 
< 0.1%
18173 1
 
< 0.1%
20548 1
 
< 0.1%
Other values (368) 368
 
6.1%
ValueCountFrequency (%)
0 5621
93.7%
7422 1
 
< 0.1%
7976 1
 
< 0.1%
8674 1
 
< 0.1%
9128 1
 
< 0.1%
ValueCountFrequency (%)
213662 1
< 0.1%
142517 1
< 0.1%
139754 1
< 0.1%
129903 1
< 0.1%
126916 1
< 0.1%

잔액_할부_B1M
Real number (ℝ)

Zeros 

Distinct1685
Distinct (%)28.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1634.021333
Minimum0
Maximum69231
Zeros4075
Zeros (%)67.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:32.901633image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31324.25
95-th percentile8284.55
Maximum69231
Range69231
Interquartile range (IQR)1324.25

Descriptive statistics

Standard deviation4816.424653
Coefficient of variation (CV)2.947589823
Kurtosis52.56861261
Mean1634.021333
Median Absolute Deviation (MAD)0
Skewness6.244136809
Sum9804128
Variance23197946.44
MonotonicityNot monotonic
2025-04-09T11:30:32.986285image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4075
67.9%
1301 4
 
0.1%
1518 4
 
0.1%
542 3
 
0.1%
866 3
 
0.1%
1602 3
 
0.1%
1285 3
 
0.1%
1886 3
 
0.1%
2259 3
 
0.1%
1402 3
 
0.1%
Other values (1675) 1896
31.6%
ValueCountFrequency (%)
0 4075
67.9%
311 1
 
< 0.1%
365 1
 
< 0.1%
409 1
 
< 0.1%
416 1
 
< 0.1%
ValueCountFrequency (%)
69231 1
< 0.1%
65649 1
< 0.1%
65245 1
< 0.1%
58359 1
< 0.1%
55923 1
< 0.1%

잔액_할부_B2M
Real number (ℝ)

Zeros 

Distinct1729
Distinct (%)28.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1782.925333
Minimum0
Maximum69231
Zeros4035
Zeros (%)67.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:33.070949image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31418.5
95-th percentile9271.2
Maximum69231
Range69231
Interquartile range (IQR)1418.5

Descriptive statistics

Standard deviation5161.439463
Coefficient of variation (CV)2.894927436
Kurtosis46.10448844
Mean1782.925333
Median Absolute Deviation (MAD)0
Skewness5.906122682
Sum10697552
Variance26640457.33
MonotonicityNot monotonic
2025-04-09T11:30:33.155565image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4035
67.2%
1301 4
 
0.1%
939 4
 
0.1%
1394 3
 
0.1%
1602 3
 
0.1%
1049 3
 
0.1%
542 3
 
0.1%
2714 3
 
0.1%
1155 3
 
0.1%
1685 3
 
0.1%
Other values (1719) 1936
32.3%
ValueCountFrequency (%)
0 4035
67.2%
311 1
 
< 0.1%
365 1
 
< 0.1%
409 1
 
< 0.1%
416 1
 
< 0.1%
ValueCountFrequency (%)
69231 1
< 0.1%
65649 1
< 0.1%
65245 1
< 0.1%
60908 1
< 0.1%
58359 1
< 0.1%

잔액_일시불_B1M
Real number (ℝ)

Zeros 

Distinct3266
Distinct (%)54.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3560.847333
Minimum0
Maximum146700
Zeros1653
Zeros (%)27.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:33.240207image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1087
Q33586.25
95-th percentile15251.05
Maximum146700
Range146700
Interquartile range (IQR)3586.25

Descriptive statistics

Standard deviation8073.02693
Coefficient of variation (CV)2.267164575
Kurtosis67.82291163
Mean3560.847333
Median Absolute Deviation (MAD)1087
Skewness6.73469312
Sum21365084
Variance65173763.82
MonotonicityNot monotonic
2025-04-09T11:30:33.324873image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1653
 
27.6%
15 10
 
0.2%
17 9
 
0.1%
11 9
 
0.1%
13 7
 
0.1%
16 7
 
0.1%
512 6
 
0.1%
8 6
 
0.1%
10 6
 
0.1%
9 6
 
0.1%
Other values (3256) 4281
71.4%
ValueCountFrequency (%)
0 1653
27.6%
4 2
 
< 0.1%
5 1
 
< 0.1%
6 5
 
0.1%
7 5
 
0.1%
ValueCountFrequency (%)
146700 1
< 0.1%
117496 1
< 0.1%
110259 1
< 0.1%
103898 1
< 0.1%
103116 1
< 0.1%

잔액_일시불_B2M
Real number (ℝ)

Zeros 

Distinct3303
Distinct (%)55.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3595.4035
Minimum0
Maximum146700
Zeros1669
Zeros (%)27.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:33.403006image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1084.5
Q33639.25
95-th percentile15371.2
Maximum146700
Range146700
Interquartile range (IQR)3639.25

Descriptive statistics

Standard deviation8073.244707
Coefficient of variation (CV)2.245434958
Kurtosis66.75593159
Mean3595.4035
Median Absolute Deviation (MAD)1084.5
Skewness6.644026345
Sum21572421
Variance65177280.09
MonotonicityNot monotonic
2025-04-09T11:30:33.472055image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1669
 
27.8%
15 8
 
0.1%
16 7
 
0.1%
11 6
 
0.1%
8 6
 
0.1%
17 6
 
0.1%
512 5
 
0.1%
259 5
 
0.1%
178 5
 
0.1%
332 5
 
0.1%
Other values (3293) 4278
71.3%
ValueCountFrequency (%)
0 1669
27.8%
4 2
 
< 0.1%
5 1
 
< 0.1%
6 5
 
0.1%
7 5
 
0.1%
ValueCountFrequency (%)
146700 1
< 0.1%
117496 1
< 0.1%
110259 1
< 0.1%
103898 1
< 0.1%
103116 1
< 0.1%

연체일수_B1M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-890832.4425
Minimum-999999
Maximum0
Zeros655
Zeros (%)10.9%
Negative5345
Negative (%)89.1%
Memory size47.0 KiB
2025-04-09T11:30:33.541262image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-999999
5-th percentile-999999
Q1-999999
median-999999
Q3-999999
95-th percentile0
Maximum0
Range999999
Interquartile range (IQR)0

Descriptive statistics

Standard deviation311873.8879
Coefficient of variation (CV)-0.3500926471
Kurtosis4.287421629
Mean-890832.4425
Median Absolute Deviation (MAD)0
Skewness2.507188186
Sum-5344994655
Variance9.726532194 × 1010
MonotonicityNot monotonic
2025-04-09T11:30:33.603670image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
-999999 5345
89.1%
0 655
 
10.9%
ValueCountFrequency (%)
-999999 5345
89.1%
0 655
 
10.9%
ValueCountFrequency (%)
0 655
 
10.9%
-999999 5345
89.1%

연체일수_B2M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-885332.448
Minimum-999999
Maximum0
Zeros688
Zeros (%)11.5%
Negative5312
Negative (%)88.5%
Memory size47.0 KiB
2025-04-09T11:30:33.657061image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-999999
5-th percentile-999999
Q1-999999
median-999999
Q3-999999
95-th percentile0
Maximum0
Range999999
Interquartile range (IQR)0

Descriptive statistics

Standard deviation318645.4796
Coefficient of variation (CV)-0.3599161878
Kurtosis3.854659605
Mean-885332.448
Median Absolute Deviation (MAD)0
Skewness2.419374884
Sum-5311994688
Variance1.015349417 × 1011
MonotonicityNot monotonic
2025-04-09T11:30:33.726078image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
-999999 5312
88.5%
0 688
 
11.5%
ValueCountFrequency (%)
-999999 5312
88.5%
0 688
 
11.5%
ValueCountFrequency (%)
0 688
 
11.5%
-999999 5312
88.5%

연체원금_B1M
Real number (ℝ)

Skewed  Zeros 

Distinct23
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.980833333
Minimum0
Maximum9403
Zeros5978
Zeros (%)99.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:33.804209image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum9403
Range9403
Interquartile range (IQR)0

Descriptive statistics

Standard deviation199.8854785
Coefficient of variation (CV)22.25689655
Kurtosis1333.856
Mean8.980833333
Median Absolute Deviation (MAD)0
Skewness33.63126348
Sum53885
Variance39954.2045
MonotonicityNot monotonic
2025-04-09T11:30:33.861049image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=23)
ValueCountFrequency (%)
0 5978
99.6%
9403 1
 
< 0.1%
1654 1
 
< 0.1%
1055 1
 
< 0.1%
1942 1
 
< 0.1%
2106 1
 
< 0.1%
5894 1
 
< 0.1%
1784 1
 
< 0.1%
2091 1
 
< 0.1%
3589 1
 
< 0.1%
Other values (13) 13
 
0.2%
ValueCountFrequency (%)
0 5978
99.6%
793 1
 
< 0.1%
889 1
 
< 0.1%
981 1
 
< 0.1%
1055 1
 
< 0.1%
ValueCountFrequency (%)
9403 1
< 0.1%
7699 1
< 0.1%
5894 1
< 0.1%
3589 1
< 0.1%
2252 1
< 0.1%

연체원금_B2M
Real number (ℝ)

Skewed  Zeros 

Distinct26
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.60566667
Minimum0
Maximum9403
Zeros5975
Zeros (%)99.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:33.926201image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum9403
Range9403
Interquartile range (IQR)0

Descriptive statistics

Standard deviation216.3911143
Coefficient of variation (CV)20.40334862
Kurtosis1056.835773
Mean10.60566667
Median Absolute Deviation (MAD)0
Skewness29.92177932
Sum63634
Variance46825.11435
MonotonicityNot monotonic
2025-04-09T11:30:34.000637image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=26)
ValueCountFrequency (%)
0 5975
99.6%
1660 1
 
< 0.1%
1942 1
 
< 0.1%
2106 1
 
< 0.1%
5894 1
 
< 0.1%
1784 1
 
< 0.1%
2091 1
 
< 0.1%
3589 1
 
< 0.1%
2252 1
 
< 0.1%
9403 1
 
< 0.1%
Other values (16) 16
 
0.3%
ValueCountFrequency (%)
0 5975
99.6%
793 1
 
< 0.1%
889 1
 
< 0.1%
981 1
 
< 0.1%
1055 1
 
< 0.1%
ValueCountFrequency (%)
9403 1
< 0.1%
7699 1
< 0.1%
5894 1
< 0.1%
5791 1
< 0.1%
3589 1
< 0.1%

연체일수_최근
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-987499.0125
Minimum-999999
Maximum0
Zeros75
Zeros (%)1.2%
Negative5925
Negative (%)98.8%
Memory size47.0 KiB
2025-04-09T11:30:34.057549image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-999999
5-th percentile-999999
Q1-999999
median-999999
Q3-999999
95-th percentile-999999
Maximum0
Range999999
Interquartile range (IQR)0

Descriptive statistics

Standard deviation111111.5788
Coefficient of variation (CV)-0.112518167
Kurtosis75.07620697
Mean-987499.0125
Median Absolute Deviation (MAD)0
Skewness8.77788025
Sum-5924994075
Variance1.234578294 × 1010
MonotonicityNot monotonic
2025-04-09T11:30:34.110915image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
-999999 5925
98.8%
0 75
 
1.2%
ValueCountFrequency (%)
-999999 5925
98.8%
0 75
 
1.2%
ValueCountFrequency (%)
0 75
 
1.2%
-999999 5925
98.8%

연체원금_최근
Real number (ℝ)

Skewed  Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.293
Minimum0
Maximum7637
Zeros5994
Zeros (%)99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:34.173326image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum7637
Range7637
Interquartile range (IQR)0

Descriptive statistics

Standard deviation154.6020562
Coefficient of variation (CV)36.01259171
Kurtosis1904.468818
Mean4.293
Median Absolute Deviation (MAD)0
Skewness42.07414958
Sum25758
Variance23901.79578
MonotonicityNot monotonic
2025-04-09T11:30:34.249308image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 5994
99.9%
2399 1
 
< 0.1%
7239 1
 
< 0.1%
2151 1
 
< 0.1%
7637 1
 
< 0.1%
2084 1
 
< 0.1%
4248 1
 
< 0.1%
ValueCountFrequency (%)
0 5994
99.9%
2084 1
 
< 0.1%
2151 1
 
< 0.1%
2399 1
 
< 0.1%
4248 1
 
< 0.1%
ValueCountFrequency (%)
7637 1
< 0.1%
7239 1
< 0.1%
4248 1
< 0.1%
2399 1
< 0.1%
2151 1
< 0.1%

최종연체회차
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-66.9405
Minimum-99
Maximum0
Zeros1943
Zeros (%)32.4%
Negative4057
Negative (%)67.6%
Memory size47.0 KiB
2025-04-09T11:30:34.310514image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-99
5-th percentile-99
Q1-99
median-99
Q30
95-th percentile0
Maximum0
Range99
Interquartile range (IQR)99

Descriptive statistics

Standard deviation46.32965248
Coefficient of variation (CV)-0.6921019784
Kurtosis-1.433260723
Mean-66.9405
Median Absolute Deviation (MAD)0
Skewness0.7531381957
Sum-401643
Variance2146.436699
MonotonicityNot monotonic
2025-04-09T11:30:34.370876image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
-99 4057
67.6%
0 1943
32.4%
ValueCountFrequency (%)
-99 4057
67.6%
0 1943
32.4%
ValueCountFrequency (%)
0 1943
32.4%
-99 4057
67.6%

RV_평균잔액_R12M
Real number (ℝ)

Zeros 

Distinct331
Distinct (%)5.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean438.5468333
Minimum0
Maximum69739
Zeros5625
Zeros (%)93.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:34.441979image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile354.05
Maximum69739
Range69739
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3449.320991
Coefficient of variation (CV)7.865342374
Kurtosis118.9439049
Mean438.5468333
Median Absolute Deviation (MAD)0
Skewness10.14166098
Sum2631281
Variance11897815.3
MonotonicityNot monotonic
2025-04-09T11:30:34.523005image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5625
93.8%
427 3
 
0.1%
343 3
 
0.1%
305 3
 
0.1%
394 3
 
0.1%
565 3
 
0.1%
409 2
 
< 0.1%
546 2
 
< 0.1%
355 2
 
< 0.1%
792 2
 
< 0.1%
Other values (321) 352
 
5.9%
ValueCountFrequency (%)
0 5625
93.8%
154 1
 
< 0.1%
160 1
 
< 0.1%
170 1
 
< 0.1%
176 2
 
< 0.1%
ValueCountFrequency (%)
69739 1
< 0.1%
55580 1
< 0.1%
52631 1
< 0.1%
47982 1
< 0.1%
46150 1
< 0.1%

RV_최대잔액_R12M
Real number (ℝ)

Zeros 

Distinct364
Distinct (%)6.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean677.3776667
Minimum0
Maximum80892
Zeros5625
Zeros (%)93.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:34.604599image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2254.05
Maximum80892
Range80892
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4309.354121
Coefficient of variation (CV)6.361819016
Kurtosis85.19440032
Mean677.3776667
Median Absolute Deviation (MAD)0
Skewness8.620831333
Sum4064266
Variance18570532.94
MonotonicityNot monotonic
2025-04-09T11:30:34.696707image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5625
93.8%
2312 3
 
0.1%
2361 3
 
0.1%
2739 2
 
< 0.1%
3302 2
 
< 0.1%
36497 2
 
< 0.1%
2254 2
 
< 0.1%
2398 2
 
< 0.1%
3051 2
 
< 0.1%
2496 2
 
< 0.1%
Other values (354) 355
 
5.9%
ValueCountFrequency (%)
0 5625
93.8%
1147 1
 
< 0.1%
1163 1
 
< 0.1%
1247 1
 
< 0.1%
1310 1
 
< 0.1%
ValueCountFrequency (%)
80892 1
< 0.1%
58113 1
< 0.1%
56056 1
< 0.1%
47980 1
< 0.1%
47671 1
< 0.1%

RV_평균잔액_R6M
Real number (ℝ)

Zeros 

Distinct244
Distinct (%)4.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean400.7998333
Minimum0
Maximum68315
Zeros5754
Zeros (%)95.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:34.778374image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum68315
Range68315
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3050.154444
Coefficient of variation (CV)7.610168943
Kurtosis128.2604689
Mean400.7998333
Median Absolute Deviation (MAD)0
Skewness10.18006967
Sum2404799
Variance9303442.132
MonotonicityNot monotonic
2025-04-09T11:30:34.859959image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5754
95.9%
663 2
 
< 0.1%
623 2
 
< 0.1%
1598 2
 
< 0.1%
12394 1
 
< 0.1%
15468 1
 
< 0.1%
2320 1
 
< 0.1%
1962 1
 
< 0.1%
17220 1
 
< 0.1%
1447 1
 
< 0.1%
Other values (234) 234
 
3.9%
ValueCountFrequency (%)
0 5754
95.9%
278 1
 
< 0.1%
315 1
 
< 0.1%
377 1
 
< 0.1%
382 1
 
< 0.1%
ValueCountFrequency (%)
68315 1
< 0.1%
54048 1
< 0.1%
50091 1
< 0.1%
44601 1
< 0.1%
38703 1
< 0.1%

RV_최대잔액_R6M
Real number (ℝ)

Zeros 

Distinct250
Distinct (%)4.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean503.5935
Minimum0
Maximum49834
Zeros5750
Zeros (%)95.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:34.941960image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum49834
Range49834
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3328.678603
Coefficient of variation (CV)6.609852198
Kurtosis74.30914161
Mean503.5935
Median Absolute Deviation (MAD)0
Skewness8.233191904
Sum3021561
Variance11080101.24
MonotonicityNot monotonic
2025-04-09T11:30:35.032919image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5750
95.8%
2546 2
 
< 0.1%
9690 1
 
< 0.1%
3371 1
 
< 0.1%
28001 1
 
< 0.1%
6185 1
 
< 0.1%
3798 1
 
< 0.1%
20483 1
 
< 0.1%
6669 1
 
< 0.1%
4796 1
 
< 0.1%
Other values (240) 240
 
4.0%
ValueCountFrequency (%)
0 5750
95.8%
1378 1
 
< 0.1%
1388 1
 
< 0.1%
1479 1
 
< 0.1%
1520 1
 
< 0.1%
ValueCountFrequency (%)
49834 1
< 0.1%
41783 1
< 0.1%
41241 1
< 0.1%
40500 1
< 0.1%
39491 1
< 0.1%

RV_평균잔액_R3M
Real number (ℝ)

Zeros 

Distinct195
Distinct (%)3.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean365.1765
Minimum0
Maximum42618
Zeros5806
Zeros (%)96.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:35.114276image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum42618
Range42618
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2599.908514
Coefficient of variation (CV)7.119594262
Kurtosis79.0364526
Mean365.1765
Median Absolute Deviation (MAD)0
Skewness8.482669867
Sum2191059
Variance6759524.281
MonotonicityNot monotonic
2025-04-09T11:30:35.204317image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5806
96.8%
12150 1
 
< 0.1%
1619 1
 
< 0.1%
20011 1
 
< 0.1%
4780 1
 
< 0.1%
6440 1
 
< 0.1%
1867 1
 
< 0.1%
14764 1
 
< 0.1%
20599 1
 
< 0.1%
14193 1
 
< 0.1%
Other values (185) 185
 
3.1%
ValueCountFrequency (%)
0 5806
96.8%
982 1
 
< 0.1%
1120 1
 
< 0.1%
1169 1
 
< 0.1%
1185 1
 
< 0.1%
ValueCountFrequency (%)
42618 1
< 0.1%
35816 1
< 0.1%
31582 1
< 0.1%
30883 1
< 0.1%
30180 1
< 0.1%

RV_최대잔액_R3M
Real number (ℝ)

Zeros 

Distinct194
Distinct (%)3.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean423.2755
Minimum0
Maximum39491
Zeros5807
Zeros (%)96.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:35.277851image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum39491
Range39491
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2851.041164
Coefficient of variation (CV)6.735663095
Kurtosis68.60673342
Mean423.2755
Median Absolute Deviation (MAD)0
Skewness7.970625289
Sum2539653
Variance8128435.721
MonotonicityNot monotonic
2025-04-09T11:30:35.369487image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5807
96.8%
3422 1
 
< 0.1%
3742 1
 
< 0.1%
3322 1
 
< 0.1%
17995 1
 
< 0.1%
6944 1
 
< 0.1%
9690 1
 
< 0.1%
3564 1
 
< 0.1%
15845 1
 
< 0.1%
20026 1
 
< 0.1%
Other values (184) 184
 
3.1%
ValueCountFrequency (%)
0 5807
96.8%
2073 1
 
< 0.1%
2077 1
 
< 0.1%
2334 1
 
< 0.1%
2351 1
 
< 0.1%
ValueCountFrequency (%)
39491 1
< 0.1%
36259 1
< 0.1%
34377 1
< 0.1%
32079 1
< 0.1%
31835 1
< 0.1%

잔액_할부_유이자_B0M
Real number (ℝ)

Zeros 

Distinct774
Distinct (%)12.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean472.3936667
Minimum0
Maximum15484
Zeros5119
Zeros (%)85.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:35.444375image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3286.05
Maximum15484
Range15484
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1336.958522
Coefficient of variation (CV)2.83017876
Kurtosis19.90917402
Mean472.3936667
Median Absolute Deviation (MAD)0
Skewness3.828635977
Sum2834362
Variance1787458.089
MonotonicityNot monotonic
2025-04-09T11:30:35.544644image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5119
85.3%
2204 4
 
0.1%
1713 4
 
0.1%
2399 4
 
0.1%
1926 4
 
0.1%
2225 4
 
0.1%
2579 3
 
0.1%
1724 3
 
0.1%
2121 3
 
0.1%
1532 3
 
0.1%
Other values (764) 849
 
14.1%
ValueCountFrequency (%)
0 5119
85.3%
1146 1
 
< 0.1%
1177 1
 
< 0.1%
1183 1
 
< 0.1%
1200 1
 
< 0.1%
ValueCountFrequency (%)
15484 1
< 0.1%
14715 1
< 0.1%
13620 1
< 0.1%
13014 1
< 0.1%
12315 1
< 0.1%

잔액_할부_무이자_B0M
Real number (ℝ)

Zeros 

Distinct1254
Distinct (%)20.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean870.6671667
Minimum0
Maximum31625
Zeros4558
Zeros (%)76.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:35.629277image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4650.2
Maximum31625
Range31625
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2328.933306
Coefficient of variation (CV)2.674883578
Kurtosis30.630639
Mean870.6671667
Median Absolute Deviation (MAD)0
Skewness4.705283601
Sum5224003
Variance5423930.344
MonotonicityNot monotonic
2025-04-09T11:30:35.707410image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4558
76.0%
1070 5
 
0.1%
3069 4
 
0.1%
2528 3
 
0.1%
1234 3
 
0.1%
2542 3
 
0.1%
2370 3
 
0.1%
2539 3
 
0.1%
2774 3
 
0.1%
1372 3
 
0.1%
Other values (1244) 1412
 
23.5%
ValueCountFrequency (%)
0 4558
76.0%
653 1
 
< 0.1%
700 1
 
< 0.1%
703 1
 
< 0.1%
707 1
 
< 0.1%
ValueCountFrequency (%)
31625 1
< 0.1%
29830 1
< 0.1%
25579 1
< 0.1%
24311 1
< 0.1%
23874 1
< 0.1%

잔액_할부_해외_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.018333333
Minimum0
Maximum6110
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:35.776495image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6110
Range6110
Interquartile range (IQR)0

Descriptive statistics

Standard deviation78.87976082
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean1.018333333
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum6110
Variance6222.016667
MonotonicityNot monotonic
2025-04-09T11:30:35.829872image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
6110 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
6110 1
 
< 0.1%
ValueCountFrequency (%)
6110 1
 
< 0.1%
0 5999
> 99.9%

연체잔액_CA_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.3905
Minimum0
Maximum8343
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:35.892377image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum8343
Range8343
Interquartile range (IQR)0

Descriptive statistics

Standard deviation107.7076669
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean1.3905
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum8343
Variance11600.9415
MonotonicityNot monotonic
2025-04-09T11:30:35.942552image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
8343 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
8343 1
 
< 0.1%
ValueCountFrequency (%)
8343 1
 
< 0.1%
0 5999
> 99.9%

월중평잔
Real number (ℝ)

Zeros 

Distinct3958
Distinct (%)66.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10003.54667
Minimum0
Maximum330702
Zeros1230
Zeros (%)20.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:36.017066image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1169.25
median2624
Q38631.25
95-th percentile38545.35
Maximum330702
Range330702
Interquartile range (IQR)8462

Descriptive statistics

Standard deviation27265.42513
Coefficient of variation (CV)2.725575842
Kurtosis60.72349431
Mean10003.54667
Median Absolute Deviation (MAD)2624
Skewness6.953172102
Sum60021280
Variance743403407.5
MonotonicityNot monotonic
2025-04-09T11:30:36.101702image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1230
 
20.5%
11 23
 
0.4%
13 13
 
0.2%
15 12
 
0.2%
14 11
 
0.2%
12 11
 
0.2%
10 10
 
0.2%
330702 10
 
0.2%
18 10
 
0.2%
16 10
 
0.2%
Other values (3948) 4660
77.7%
ValueCountFrequency (%)
0 1230
20.5%
5 1
 
< 0.1%
7 2
 
< 0.1%
8 3
 
0.1%
9 8
 
0.1%
ValueCountFrequency (%)
330702 10
0.2%
303757 1
 
< 0.1%
296644 1
 
< 0.1%
293400 1
 
< 0.1%
292607 1
 
< 0.1%

월중평잔_일시불
Real number (ℝ)

Zeros 

Distinct3449
Distinct (%)57.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4010.1085
Minimum0
Maximum159129
Zeros1412
Zeros (%)23.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:36.179836image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q110
median1379
Q34444
95-th percentile17323.8
Maximum159129
Range159129
Interquartile range (IQR)4434

Descriptive statistics

Standard deviation7907.306962
Coefficient of variation (CV)1.971843645
Kurtosis60.93188596
Mean4010.1085
Median Absolute Deviation (MAD)1379
Skewness5.841671296
Sum24060651
Variance62525503.4
MonotonicityNot monotonic
2025-04-09T11:30:36.280174image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1412
 
23.5%
8 17
 
0.3%
6 16
 
0.3%
7 16
 
0.3%
12 12
 
0.2%
10 11
 
0.2%
9 10
 
0.2%
5 10
 
0.2%
555 9
 
0.1%
4 8
 
0.1%
Other values (3439) 4479
74.7%
ValueCountFrequency (%)
0 1412
23.5%
2 1
 
< 0.1%
3 8
 
0.1%
4 8
 
0.1%
5 10
 
0.2%
ValueCountFrequency (%)
159129 1
< 0.1%
115554 1
< 0.1%
114872 1
< 0.1%
107406 1
< 0.1%
91807 1
< 0.1%

월중평잔_RV일시불
Real number (ℝ)

Zeros 

Distinct990
Distinct (%)16.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1023.974
Minimum0
Maximum104508
Zeros4933
Zeros (%)82.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:36.364883image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4133.4
Maximum104508
Range104508
Interquartile range (IQR)0

Descriptive statistics

Standard deviation5120.391112
Coefficient of variation (CV)5.000508911
Kurtosis125.7619903
Mean1023.974
Median Absolute Deviation (MAD)0
Skewness10.10995913
Sum6143844
Variance26218405.14
MonotonicityNot monotonic
2025-04-09T11:30:36.433899image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4933
82.2%
1130 4
 
0.1%
830 4
 
0.1%
2308 3
 
0.1%
1653 3
 
0.1%
892 3
 
0.1%
919 3
 
0.1%
1766 3
 
0.1%
998 2
 
< 0.1%
1227 2
 
< 0.1%
Other values (980) 1040
 
17.3%
ValueCountFrequency (%)
0 4933
82.2%
202 2
 
< 0.1%
205 1
 
< 0.1%
217 1
 
< 0.1%
222 1
 
< 0.1%
ValueCountFrequency (%)
104508 1
< 0.1%
88426 1
< 0.1%
77650 1
< 0.1%
75808 1
< 0.1%
74025 1
< 0.1%

월중평잔_할부
Real number (ℝ)

Zeros 

Distinct1693
Distinct (%)28.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1582.658333
Minimum0
Maximum67953
Zeros4021
Zeros (%)67.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:36.518538image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31263.5
95-th percentile8062.6
Maximum67953
Range67953
Interquartile range (IQR)1263.5

Descriptive statistics

Standard deviation4757.255664
Coefficient of variation (CV)3.005863972
Kurtosis58.90855636
Mean1582.658333
Median Absolute Deviation (MAD)0
Skewness6.573737579
Sum9495950
Variance22631481.45
MonotonicityNot monotonic
2025-04-09T11:30:36.603149image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4021
67.0%
723 5
 
0.1%
1009 4
 
0.1%
1151 4
 
0.1%
1265 4
 
0.1%
1539 4
 
0.1%
1062 4
 
0.1%
1124 4
 
0.1%
709 3
 
0.1%
1615 3
 
0.1%
Other values (1683) 1944
32.4%
ValueCountFrequency (%)
0 4021
67.0%
257 1
 
< 0.1%
344 1
 
< 0.1%
346 1
 
< 0.1%
351 1
 
< 0.1%
ValueCountFrequency (%)
67953 1
< 0.1%
67830 1
< 0.1%
67299 1
< 0.1%
66856 1
< 0.1%
57061 1
< 0.1%

월중평잔_CA
Real number (ℝ)

Zeros 

Distinct364
Distinct (%)6.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean697.6073333
Minimum0
Maximum48421
Zeros5632
Zeros (%)93.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:36.703418image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3584.95
Maximum48421
Range48421
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3488.177803
Coefficient of variation (CV)5.000202314
Kurtosis51.58580674
Mean697.6073333
Median Absolute Deviation (MAD)0
Skewness6.604331993
Sum4185644
Variance12167384.38
MonotonicityNot monotonic
2025-04-09T11:30:36.805743image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5632
93.9%
3468 2
 
< 0.1%
3282 2
 
< 0.1%
5284 2
 
< 0.1%
3174 2
 
< 0.1%
7495 2
 
< 0.1%
10994 1
 
< 0.1%
29596 1
 
< 0.1%
27412 1
 
< 0.1%
27013 1
 
< 0.1%
Other values (354) 354
 
5.9%
ValueCountFrequency (%)
0 5632
93.9%
1943 1
 
< 0.1%
1950 1
 
< 0.1%
1989 1
 
< 0.1%
2025 1
 
< 0.1%
ValueCountFrequency (%)
48421 1
< 0.1%
48294 1
< 0.1%
44608 1
< 0.1%
41774 1
< 0.1%
38376 1
< 0.1%

월중평잔_카드론
Real number (ℝ)

Zeros 

Distinct379
Distinct (%)6.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2502.972833
Minimum0
Maximum241790
Zeros5621
Zeros (%)93.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:36.886734image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile17958.35
Maximum241790
Range241790
Interquartile range (IQR)0

Descriptive statistics

Standard deviation12220.00338
Coefficient of variation (CV)4.88219577
Kurtosis67.53774072
Mean2502.972833
Median Absolute Deviation (MAD)0
Skewness7.070691822
Sum15017837
Variance149328482.6
MonotonicityNot monotonic
2025-04-09T11:30:36.967438image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5621
93.7%
14876 2
 
< 0.1%
19205 1
 
< 0.1%
63602 1
 
< 0.1%
39225 1
 
< 0.1%
27398 1
 
< 0.1%
11429 1
 
< 0.1%
121052 1
 
< 0.1%
16290 1
 
< 0.1%
74198 1
 
< 0.1%
Other values (369) 369
 
6.2%
ValueCountFrequency (%)
0 5621
93.7%
6562 1
 
< 0.1%
6821 1
 
< 0.1%
7130 1
 
< 0.1%
7341 1
 
< 0.1%
ValueCountFrequency (%)
241790 1
< 0.1%
170618 1
< 0.1%
153492 1
< 0.1%
138576 1
< 0.1%
121052 1
< 0.1%

평잔_3M
Real number (ℝ)

Zeros 

Distinct4053
Distinct (%)67.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10521.96233
Minimum0
Maximum311938
Zeros1109
Zeros (%)18.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:37.058398image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1198
median2781.5
Q38954.25
95-th percentile39326.65
Maximum311938
Range311938
Interquartile range (IQR)8756.25

Descriptive statistics

Standard deviation28135.41358
Coefficient of variation (CV)2.673970186
Kurtosis52.95162169
Mean10521.96233
Median Absolute Deviation (MAD)2781.5
Skewness6.567514956
Sum63131774
Variance791601497.4
MonotonicityNot monotonic
2025-04-09T11:30:37.149073image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1109
 
18.5%
8 24
 
0.4%
9 18
 
0.3%
10 16
 
0.3%
12 15
 
0.2%
7 13
 
0.2%
311938 11
 
0.2%
6 11
 
0.2%
11 10
 
0.2%
14 8
 
0.1%
Other values (4043) 4765
79.4%
ValueCountFrequency (%)
0 1109
18.5%
4 3
 
0.1%
6 11
 
0.2%
7 13
 
0.2%
8 24
 
0.4%
ValueCountFrequency (%)
311938 11
0.2%
303405 1
 
< 0.1%
302116 1
 
< 0.1%
288970 1
 
< 0.1%
287527 1
 
< 0.1%

평잔_일시불_3M
Real number (ℝ)

Zeros 

Distinct3554
Distinct (%)59.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4314.9525
Minimum0
Maximum184276
Zeros1249
Zeros (%)20.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:37.238405image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q165.75
median1545.5
Q34800.25
95-th percentile18559
Maximum184276
Range184276
Interquartile range (IQR)4734.5

Descriptive statistics

Standard deviation8291.159224
Coefficient of variation (CV)1.9214949
Kurtosis66.83257029
Mean4314.9525
Median Absolute Deviation (MAD)1545.5
Skewness5.833033231
Sum25889715
Variance68743321.27
MonotonicityNot monotonic
2025-04-09T11:30:37.321605image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1249
 
20.8%
5 27
 
0.4%
7 19
 
0.3%
6 17
 
0.3%
8 14
 
0.2%
3 14
 
0.2%
9 14
 
0.2%
4 13
 
0.2%
150 9
 
0.1%
10 8
 
0.1%
Other values (3544) 4616
76.9%
ValueCountFrequency (%)
0 1249
20.8%
2 4
 
0.1%
3 14
 
0.2%
4 13
 
0.2%
5 27
 
0.4%
ValueCountFrequency (%)
184276 1
< 0.1%
133923 1
< 0.1%
93229 1
< 0.1%
92765 1
< 0.1%
91943 1
< 0.1%

평잔_일시불_해외_3M
Real number (ℝ)

Zeros 

Distinct350
Distinct (%)5.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean44.56533333
Minimum0
Maximum1410
Zeros5323
Zeros (%)88.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:37.402525image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile364
Maximum1410
Range1410
Interquartile range (IQR)0

Descriptive statistics

Standard deviation135.3485942
Coefficient of variation (CV)3.037082504
Kurtosis13.6099013
Mean44.56533333
Median Absolute Deviation (MAD)0
Skewness3.430729664
Sum267392
Variance18319.24194
MonotonicityNot monotonic
2025-04-09T11:30:37.481299image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5323
88.7%
303 7
 
0.1%
355 6
 
0.1%
325 6
 
0.1%
264 5
 
0.1%
353 5
 
0.1%
396 5
 
0.1%
279 5
 
0.1%
284 5
 
0.1%
302 5
 
0.1%
Other values (340) 628
 
10.5%
ValueCountFrequency (%)
0 5323
88.7%
167 1
 
< 0.1%
176 1
 
< 0.1%
191 1
 
< 0.1%
194 2
 
< 0.1%
ValueCountFrequency (%)
1410 1
< 0.1%
1191 1
< 0.1%
1091 1
< 0.1%
1081 1
< 0.1%
1068 1
< 0.1%

평잔_RV일시불_3M
Real number (ℝ)

Zeros 

Distinct1005
Distinct (%)16.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1109.814667
Minimum0
Maximum127059
Zeros4917
Zeros (%)82.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:37.569456image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4362.2
Maximum127059
Range127059
Interquartile range (IQR)0

Descriptive statistics

Standard deviation5915.90621
Coefficient of variation (CV)5.330535257
Kurtosis146.8493862
Mean1109.814667
Median Absolute Deviation (MAD)0
Skewness10.84633717
Sum6658888
Variance34997946.28
MonotonicityNot monotonic
2025-04-09T11:30:37.654173image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4917
82.0%
2092 3
 
0.1%
494 3
 
0.1%
695 3
 
0.1%
2857 3
 
0.1%
2700 3
 
0.1%
1909 2
 
< 0.1%
1610 2
 
< 0.1%
2708 2
 
< 0.1%
1063 2
 
< 0.1%
Other values (995) 1060
 
17.7%
ValueCountFrequency (%)
0 4917
82.0%
158 1
 
< 0.1%
168 1
 
< 0.1%
171 1
 
< 0.1%
176 1
 
< 0.1%
ValueCountFrequency (%)
127059 1
< 0.1%
120524 1
< 0.1%
96152 1
< 0.1%
86633 1
< 0.1%
85028 1
< 0.1%

평잔_RV일시불_해외_3M
Real number (ℝ)

Zeros 

Distinct130
Distinct (%)2.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.34733333
Minimum0
Maximum693
Zeros5823
Zeros (%)97.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:37.723295image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum693
Range693
Interquartile range (IQR)0

Descriptive statistics

Standard deviation71.94890641
Coefficient of variation (CV)5.82708059
Kurtosis33.74300617
Mean12.34733333
Median Absolute Deviation (MAD)0
Skewness5.860251315
Sum74084
Variance5176.645134
MonotonicityNot monotonic
2025-04-09T11:30:37.807935image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5823
97.0%
404 4
 
0.1%
368 3
 
0.1%
420 3
 
0.1%
466 3
 
0.1%
492 3
 
0.1%
508 3
 
0.1%
389 3
 
0.1%
415 3
 
0.1%
335 3
 
0.1%
Other values (120) 149
 
2.5%
ValueCountFrequency (%)
0 5823
97.0%
247 1
 
< 0.1%
277 1
 
< 0.1%
280 2
 
< 0.1%
298 1
 
< 0.1%
ValueCountFrequency (%)
693 1
< 0.1%
691 1
< 0.1%
621 1
< 0.1%
613 1
< 0.1%
607 1
< 0.1%

평잔_할부_3M
Real number (ℝ)

Zeros 

Distinct1859
Distinct (%)31.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1911.613
Minimum0
Maximum74477
Zeros3811
Zeros (%)63.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:37.892603image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31346.25
95-th percentile9647.85
Maximum74477
Range74477
Interquartile range (IQR)1346.25

Descriptive statistics

Standard deviation5733.359763
Coefficient of variation (CV)2.999226184
Kurtosis47.33364695
Mean1911.613
Median Absolute Deviation (MAD)0
Skewness6.077804681
Sum11469678
Variance32871414.17
MonotonicityNot monotonic
2025-04-09T11:30:37.970760image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3811
63.5%
766 5
 
0.1%
616 4
 
0.1%
420 4
 
0.1%
290 4
 
0.1%
1859 4
 
0.1%
2252 4
 
0.1%
3156 4
 
0.1%
400 3
 
0.1%
403 3
 
0.1%
Other values (1849) 2154
35.9%
ValueCountFrequency (%)
0 3811
63.5%
140 1
 
< 0.1%
151 1
 
< 0.1%
154 1
 
< 0.1%
163 2
 
< 0.1%
ValueCountFrequency (%)
74477 1
< 0.1%
71712 1
< 0.1%
62774 1
< 0.1%
62492 1
< 0.1%
61831 1
< 0.1%

평잔_할부_해외_3M
Real number (ℝ)

Skewed  Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.6175
Minimum0
Maximum4492
Zeros5995
Zeros (%)99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:38.039793image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum4492
Range4492
Interquartile range (IQR)0

Descriptive statistics

Standard deviation125.3179993
Coefficient of variation (CV)34.642156
Kurtosis1199.506924
Mean3.6175
Median Absolute Deviation (MAD)0
Skewness34.64437156
Sum21705
Variance15704.60096
MonotonicityNot monotonic
2025-04-09T11:30:38.108843image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0 5995
99.9%
4492 1
 
< 0.1%
4175 1
 
< 0.1%
4336 1
 
< 0.1%
4447 1
 
< 0.1%
4255 1
 
< 0.1%
ValueCountFrequency (%)
0 5995
99.9%
4175 1
 
< 0.1%
4255 1
 
< 0.1%
4336 1
 
< 0.1%
4447 1
 
< 0.1%
ValueCountFrequency (%)
4492 1
< 0.1%
4447 1
< 0.1%
4336 1
< 0.1%
4255 1
< 0.1%
4175 1
< 0.1%

평잔_CA_3M
Real number (ℝ)

Zeros 

Distinct480
Distinct (%)8.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean796.9105
Minimum0
Maximum71559
Zeros5508
Zeros (%)91.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:38.171343image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2956.25
Maximum71559
Range71559
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4150.482577
Coefficient of variation (CV)5.208216704
Kurtosis73.74797962
Mean796.9105
Median Absolute Deviation (MAD)0
Skewness7.657271394
Sum4781463
Variance17226505.63
MonotonicityNot monotonic
2025-04-09T11:30:38.255997image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5508
91.8%
1145 3
 
0.1%
880 3
 
0.1%
1422 2
 
< 0.1%
1321 2
 
< 0.1%
1872 2
 
< 0.1%
1045 2
 
< 0.1%
1160 2
 
< 0.1%
24424 2
 
< 0.1%
1177 2
 
< 0.1%
Other values (470) 472
 
7.9%
ValueCountFrequency (%)
0 5508
91.8%
552 1
 
< 0.1%
626 1
 
< 0.1%
686 1
 
< 0.1%
754 1
 
< 0.1%
ValueCountFrequency (%)
71559 1
< 0.1%
61464 1
< 0.1%
60056 1
< 0.1%
54361 1
< 0.1%
52527 1
< 0.1%

평잔_CA_해외_3M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3038333333
Minimum0
Maximum1823
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:38.309681image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1823
Range1823
Interquartile range (IQR)0

Descriptive statistics

Standard deviation23.5348288
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.3038333333
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum1823
Variance553.8881667
MonotonicityNot monotonic
2025-04-09T11:30:38.372172image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
1823 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
1823 1
 
< 0.1%
ValueCountFrequency (%)
1823 1
 
< 0.1%
0 5999
> 99.9%

평잔_카드론_3M
Real number (ℝ)

Zeros 

Distinct396
Distinct (%)6.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2770.399667
Minimum0
Maximum230000
Zeros5603
Zeros (%)93.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:38.440788image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile17147.9
Maximum230000
Range230000
Interquartile range (IQR)0

Descriptive statistics

Standard deviation14078.45754
Coefficient of variation (CV)5.081742431
Kurtosis72.90135005
Mean2770.399667
Median Absolute Deviation (MAD)0
Skewness7.521201985
Sum16622398
Variance198202966.6
MonotonicityNot monotonic
2025-04-09T11:30:38.509893image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5603
93.4%
230000 2
 
< 0.1%
4064 2
 
< 0.1%
17660 1
 
< 0.1%
85990 1
 
< 0.1%
220996 1
 
< 0.1%
6104 1
 
< 0.1%
43004 1
 
< 0.1%
83979 1
 
< 0.1%
42891 1
 
< 0.1%
Other values (386) 386
 
6.4%
ValueCountFrequency (%)
0 5603
93.4%
3551 1
 
< 0.1%
3828 1
 
< 0.1%
3894 1
 
< 0.1%
3960 1
 
< 0.1%
ValueCountFrequency (%)
230000 2
< 0.1%
220996 1
< 0.1%
195428 1
< 0.1%
170544 1
< 0.1%
144315 1
< 0.1%

평잔_6M
Real number (ℝ)

Zeros 

Distinct4158
Distinct (%)69.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11523.00033
Minimum0
Maximum299154
Zeros896
Zeros (%)14.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:38.588087image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1304.75
median3033.5
Q310045.25
95-th percentile46907.55
Maximum299154
Range299154
Interquartile range (IQR)9740.5

Descriptive statistics

Standard deviation28970.18314
Coefficient of variation (CV)2.514118051
Kurtosis44.07462462
Mean11523.00033
Median Absolute Deviation (MAD)3033.5
Skewness5.980950668
Sum69138002
Variance839271510.9
MonotonicityNot monotonic
2025-04-09T11:30:38.672224image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 896
 
14.9%
9 20
 
0.3%
11 20
 
0.3%
8 15
 
0.2%
13 14
 
0.2%
299154 14
 
0.2%
7 11
 
0.2%
10 9
 
0.1%
12 7
 
0.1%
28 6
 
0.1%
Other values (4148) 4988
83.1%
ValueCountFrequency (%)
0 896
14.9%
4 1
 
< 0.1%
5 5
 
0.1%
6 5
 
0.1%
7 11
 
0.2%
ValueCountFrequency (%)
299154 14
0.2%
295443 1
 
< 0.1%
275497 1
 
< 0.1%
266538 1
 
< 0.1%
257535 1
 
< 0.1%

평잔_일시불_6M
Real number (ℝ)

Zeros 

Distinct3652
Distinct (%)60.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4414.9365
Minimum0
Maximum117088
Zeros985
Zeros (%)16.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:38.741343image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1141.75
median1594.5
Q34960.5
95-th percentile18600.1
Maximum117088
Range117088
Interquartile range (IQR)4818.75

Descriptive statistics

Standard deviation7990.329672
Coefficient of variation (CV)1.809840226
Kurtosis29.01054101
Mean4414.9365
Median Absolute Deviation (MAD)1594.5
Skewness4.300360489
Sum26489619
Variance63845368.27
MonotonicityNot monotonic
2025-04-09T11:30:38.826056image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 985
 
16.4%
6 26
 
0.4%
5 24
 
0.4%
8 21
 
0.4%
9 12
 
0.2%
4 12
 
0.2%
7 11
 
0.2%
3 10
 
0.2%
24 9
 
0.1%
11 8
 
0.1%
Other values (3642) 4882
81.4%
ValueCountFrequency (%)
0 985
16.4%
2 1
 
< 0.1%
3 10
 
0.2%
4 12
 
0.2%
5 24
 
0.4%
ValueCountFrequency (%)
117088 1
< 0.1%
98397 1
< 0.1%
98202 1
< 0.1%
85826 1
< 0.1%
80125 1
< 0.1%

평잔_일시불_해외_6M
Real number (ℝ)

Zeros 

Distinct393
Distinct (%)6.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean47.228
Minimum0
Maximum1887
Zeros5232
Zeros (%)87.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:38.910692image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile348
Maximum1887
Range1887
Interquartile range (IQR)0

Descriptive statistics

Standard deviation143.3311166
Coefficient of variation (CV)3.034875849
Kurtosis24.33500697
Mean47.228
Median Absolute Deviation (MAD)0
Skewness4.176119
Sum283368
Variance20543.80898
MonotonicityNot monotonic
2025-04-09T11:30:38.995379image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5232
87.2%
275 7
 
0.1%
290 7
 
0.1%
268 7
 
0.1%
261 6
 
0.1%
246 6
 
0.1%
312 6
 
0.1%
294 6
 
0.1%
299 5
 
0.1%
289 5
 
0.1%
Other values (383) 713
 
11.9%
ValueCountFrequency (%)
0 5232
87.2%
85 1
 
< 0.1%
115 1
 
< 0.1%
133 1
 
< 0.1%
146 2
 
< 0.1%
ValueCountFrequency (%)
1887 1
< 0.1%
1570 1
< 0.1%
1490 1
< 0.1%
1487 1
< 0.1%
1345 1
< 0.1%

평잔_RV일시불_6M
Real number (ℝ)

Zeros 

Distinct1045
Distinct (%)17.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1140.370667
Minimum0
Maximum100267
Zeros4884
Zeros (%)81.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:39.073616image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4656.05
Maximum100267
Range100267
Interquartile range (IQR)0

Descriptive statistics

Standard deviation5885.196794
Coefficient of variation (CV)5.160775321
Kurtosis123.7885718
Mean1140.370667
Median Absolute Deviation (MAD)0
Skewness10.18145053
Sum6842224
Variance34635541.3
MonotonicityNot monotonic
2025-04-09T11:30:39.142609image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4884
81.4%
2174 3
 
0.1%
3550 2
 
< 0.1%
895 2
 
< 0.1%
574 2
 
< 0.1%
893 2
 
< 0.1%
3580 2
 
< 0.1%
416 2
 
< 0.1%
1722 2
 
< 0.1%
1480 2
 
< 0.1%
Other values (1035) 1097
 
18.3%
ValueCountFrequency (%)
0 4884
81.4%
138 1
 
< 0.1%
150 1
 
< 0.1%
164 1
 
< 0.1%
168 1
 
< 0.1%
ValueCountFrequency (%)
100267 1
< 0.1%
99940 1
< 0.1%
98646 1
< 0.1%
98464 1
< 0.1%
85149 1
< 0.1%

평잔_RV일시불_해외_6M
Real number (ℝ)

Zeros 

Distinct145
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.49433333
Minimum0
Maximum662
Zeros5808
Zeros (%)96.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:39.227234image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum662
Range662
Interquartile range (IQR)0

Descriptive statistics

Standard deviation64.91317731
Coefficient of variation (CV)5.647406894
Kurtosis34.09496041
Mean11.49433333
Median Absolute Deviation (MAD)0
Skewness5.810997353
Sum68966
Variance4213.720588
MonotonicityNot monotonic
2025-04-09T11:30:39.311652image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5808
96.8%
339 4
 
0.1%
430 3
 
0.1%
410 3
 
0.1%
323 3
 
0.1%
381 3
 
0.1%
327 3
 
0.1%
338 3
 
0.1%
308 3
 
0.1%
345 3
 
0.1%
Other values (135) 164
 
2.7%
ValueCountFrequency (%)
0 5808
96.8%
169 1
 
< 0.1%
219 1
 
< 0.1%
229 1
 
< 0.1%
238 1
 
< 0.1%
ValueCountFrequency (%)
662 1
< 0.1%
617 1
< 0.1%
606 1
< 0.1%
598 1
< 0.1%
588 1
< 0.1%

평잔_할부_6M
Real number (ℝ)

Zeros 

Distinct2133
Distinct (%)35.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2297.632667
Minimum0
Maximum94878
Zeros3451
Zeros (%)57.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:39.396286image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31710.25
95-th percentile11323.35
Maximum94878
Range94878
Interquartile range (IQR)1710.25

Descriptive statistics

Standard deviation6642.460097
Coefficient of variation (CV)2.891001766
Kurtosis52.03237456
Mean2297.632667
Median Absolute Deviation (MAD)0
Skewness6.192719431
Sum13785796
Variance44122276.14
MonotonicityNot monotonic
2025-04-09T11:30:39.458794image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 3451
57.5%
344 5
 
0.1%
688 5
 
0.1%
232 5
 
0.1%
299 4
 
0.1%
326 4
 
0.1%
309 4
 
0.1%
785 4
 
0.1%
1158 4
 
0.1%
592 4
 
0.1%
Other values (2123) 2510
41.8%
ValueCountFrequency (%)
0 3451
57.5%
95 1
 
< 0.1%
150 1
 
< 0.1%
161 1
 
< 0.1%
169 1
 
< 0.1%
ValueCountFrequency (%)
94878 1
< 0.1%
93430 1
< 0.1%
82664 1
< 0.1%
81927 1
< 0.1%
80860 1
< 0.1%

평잔_할부_해외_6M
Real number (ℝ)

Skewed  Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.078666667
Minimum0
Maximum1364
Zeros5995
Zeros (%)99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:39.527808image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1364
Range1364
Interquartile range (IQR)0

Descriptive statistics

Standard deviation37.36826028
Coefficient of variation (CV)34.64301014
Kurtosis1199.879893
Mean1.078666667
Median Absolute Deviation (MAD)0
Skewness34.64791006
Sum6472
Variance1396.386876
MonotonicityNot monotonic
2025-04-09T11:30:39.575450image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0 5995
99.9%
1292 1
 
< 0.1%
1264 1
 
< 0.1%
1269 1
 
< 0.1%
1364 1
 
< 0.1%
1283 1
 
< 0.1%
ValueCountFrequency (%)
0 5995
99.9%
1264 1
 
< 0.1%
1269 1
 
< 0.1%
1283 1
 
< 0.1%
1292 1
 
< 0.1%
ValueCountFrequency (%)
1364 1
< 0.1%
1292 1
< 0.1%
1283 1
< 0.1%
1269 1
< 0.1%
1264 1
< 0.1%

평잔_CA_6M
Real number (ℝ)

Zeros 

Distinct548
Distinct (%)9.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean835.7488333
Minimum0
Maximum75920
Zeros5419
Zeros (%)90.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:39.643598image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2903.7
Maximum75920
Range75920
Interquartile range (IQR)0

Descriptive statistics

Standard deviation4412.984431
Coefficient of variation (CV)5.280275909
Kurtosis93.71766703
Mean835.7488333
Median Absolute Deviation (MAD)0
Skewness8.391192419
Sum5014493
Variance19474431.59
MonotonicityNot monotonic
2025-04-09T11:30:39.727816image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5419
90.3%
596 3
 
0.1%
2823 3
 
0.1%
981 3
 
0.1%
568 3
 
0.1%
616 3
 
0.1%
832 2
 
< 0.1%
2465 2
 
< 0.1%
1024 2
 
< 0.1%
452 2
 
< 0.1%
Other values (538) 558
 
9.3%
ValueCountFrequency (%)
0 5419
90.3%
222 1
 
< 0.1%
238 1
 
< 0.1%
321 1
 
< 0.1%
332 1
 
< 0.1%
ValueCountFrequency (%)
75920 1
< 0.1%
75000 1
< 0.1%
71621 1
< 0.1%
67270 1
< 0.1%
66225 1
< 0.1%

평잔_CA_해외_6M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2058333333
Minimum0
Maximum1235
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:39.796819image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1235
Range1235
Interquartile range (IQR)0

Descriptive statistics

Standard deviation15.94378144
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.2058333333
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum1235
Variance254.2041667
MonotonicityNot monotonic
2025-04-09T11:30:39.859417image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
1235 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
1235 1
 
< 0.1%
ValueCountFrequency (%)
1235 1
 
< 0.1%
0 5999
> 99.9%

평잔_카드론_6M
Real number (ℝ)

Zeros 

Distinct418
Distinct (%)7.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3116.663833
Minimum0
Maximum225000
Zeros5581
Zeros (%)93.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:39.944010image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile19819.75
Maximum225000
Range225000
Interquartile range (IQR)0

Descriptive statistics

Standard deviation15425.1138
Coefficient of variation (CV)4.949238874
Kurtosis62.12367819
Mean3116.663833
Median Absolute Deviation (MAD)0
Skewness7.079706525
Sum18699983
Variance237934135.8
MonotonicityNot monotonic
2025-04-09T11:30:40.012995image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5581
93.0%
225000 2
 
< 0.1%
24151 2
 
< 0.1%
23705 1
 
< 0.1%
88796 1
 
< 0.1%
102799 1
 
< 0.1%
24670 1
 
< 0.1%
37909 1
 
< 0.1%
14943 1
 
< 0.1%
119951 1
 
< 0.1%
Other values (408) 408
 
6.8%
ValueCountFrequency (%)
0 5581
93.0%
2519 1
 
< 0.1%
2690 1
 
< 0.1%
2924 1
 
< 0.1%
2929 1
 
< 0.1%
ValueCountFrequency (%)
225000 2
< 0.1%
220696 1
< 0.1%
191790 1
< 0.1%
185499 1
< 0.1%
174935 1
< 0.1%

인입횟수_ARS_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9706666667
Minimum0
Maximum1
Zeros176
Zeros (%)2.9%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:40.075496image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median1
Q31
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1687531782
Coefficient of variation (CV)0.1738528622
Kurtosis29.14641171
Mean0.9706666667
Median Absolute Deviation (MAD)0
Skewness-5.580026555
Sum5824
Variance0.02847763516
MonotonicityNot monotonic
2025-04-09T11:30:40.144510image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
1 5824
97.1%
0 176
 
2.9%
ValueCountFrequency (%)
0 176
 
2.9%
1 5824
97.1%
ValueCountFrequency (%)
1 5824
97.1%
0 176
 
2.9%

이용메뉴건수_ARS_R6M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9813333333
Minimum0
Maximum3
Zeros173
Zeros (%)2.9%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:40.197891image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median1
Q31
95-th percentile1
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2167780455
Coefficient of variation (CV)0.2209015409
Kurtosis41.38486891
Mean0.9813333333
Median Absolute Deviation (MAD)0
Skewness0.8810726682
Sum5888
Variance0.04699272101
MonotonicityNot monotonic
2025-04-09T11:30:40.244794image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
1 5791
96.5%
0 173
 
2.9%
3 25
 
0.4%
2 11
 
0.2%
ValueCountFrequency (%)
0 173
 
2.9%
1 5791
96.5%
2 11
 
0.2%
3 25
 
0.4%
ValueCountFrequency (%)
3 25
 
0.4%
2 11
 
0.2%
1 5791
96.5%
0 173
 
2.9%

인입일수_ARS_R6M
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8696666667
Minimum0
Maximum12
Zeros4252
Zeros (%)70.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:40.313820image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile5
Maximum12
Range12
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.965025049
Coefficient of variation (CV)2.259515196
Kurtosis10.97964624
Mean0.8696666667
Median Absolute Deviation (MAD)0
Skewness3.181174874
Sum5218
Variance3.861323443
MonotonicityNot monotonic
2025-04-09T11:30:40.376322image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0 4252
70.9%
1 626
 
10.4%
2 468
 
7.8%
3 203
 
3.4%
4 110
 
1.8%
5 85
 
1.4%
9 61
 
1.0%
6 58
 
1.0%
10 54
 
0.9%
7 28
 
0.5%
Other values (3) 55
 
0.9%
ValueCountFrequency (%)
0 4252
70.9%
1 626
 
10.4%
2 468
 
7.8%
3 203
 
3.4%
4 110
 
1.8%
ValueCountFrequency (%)
12 25
0.4%
11 3
 
0.1%
10 54
0.9%
9 61
1.0%
8 27
0.4%

인입월수_ARS_R6M
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5298333333
Minimum0
Maximum6
Zeros4310
Zeros (%)71.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:40.429769image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile2
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.174736839
Coefficient of variation (CV)2.217181828
Kurtosis12.11397862
Mean0.5298333333
Median Absolute Deviation (MAD)0
Skewness3.315946747
Sum3179
Variance1.38000664
MonotonicityNot monotonic
2025-04-09T11:30:40.476723image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 4310
71.8%
1 970
 
16.2%
2 518
 
8.6%
6 189
 
3.1%
3 13
 
0.2%
ValueCountFrequency (%)
0 4310
71.8%
1 970
 
16.2%
2 518
 
8.6%
3 13
 
0.2%
6 189
 
3.1%
ValueCountFrequency (%)
6 189
 
3.1%
3 13
 
0.2%
2 518
 
8.6%
1 970
 
16.2%
0 4310
71.8%

인입후경과월_ARS
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.689
Minimum0
Maximum5
Zeros4713
Zeros (%)78.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:40.530212image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile5
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.468209206
Coefficient of variation (CV)2.13092773
Kurtosis2.404769547
Mean0.689
Median Absolute Deviation (MAD)0
Skewness1.970052024
Sum4134
Variance2.155638273
MonotonicityNot monotonic
2025-04-09T11:30:40.598710image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0 4713
78.5%
5 310
 
5.2%
4 286
 
4.8%
3 258
 
4.3%
2 233
 
3.9%
1 200
 
3.3%
ValueCountFrequency (%)
0 4713
78.5%
1 200
 
3.3%
2 233
 
3.9%
3 258
 
4.3%
4 286
 
4.8%
ValueCountFrequency (%)
5 310
5.2%
4 286
4.8%
3 258
4.3%
2 233
3.9%
1 200
3.3%

인입횟수_ARS_B0M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1278333333
Minimum0
Maximum3
Zeros5633
Zeros (%)93.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:40.645591image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5058339156
Coefficient of variation (CV)3.956979783
Kurtosis13.18401461
Mean0.1278333333
Median Absolute Deviation (MAD)0
Skewness3.815922995
Sum767
Variance0.2558679502
MonotonicityNot monotonic
2025-04-09T11:30:40.714611image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5633
93.9%
2 334
 
5.6%
3 33
 
0.5%
ValueCountFrequency (%)
0 5633
93.9%
2 334
 
5.6%
3 33
 
0.5%
ValueCountFrequency (%)
3 33
 
0.5%
2 334
 
5.6%
0 5633
93.9%

이용메뉴건수_ARS_B0M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.313
Minimum0
Maximum6
Zeros5638
Zeros (%)94.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:40.777111image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile5
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.240814626
Coefficient of variation (CV)3.964263982
Kurtosis12.23974342
Mean0.313
Median Absolute Deviation (MAD)0
Skewness3.750792646
Sum1878
Variance1.539620937
MonotonicityNot monotonic
2025-04-09T11:30:40.830502image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5638
94.0%
5 268
 
4.5%
6 81
 
1.4%
4 13
 
0.2%
ValueCountFrequency (%)
0 5638
94.0%
4 13
 
0.2%
5 268
 
4.5%
6 81
 
1.4%
ValueCountFrequency (%)
6 81
 
1.4%
5 268
 
4.5%
4 13
 
0.2%
0 5638
94.0%

인입일수_ARS_B0M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.103
Minimum0
Maximum2
Zeros5634
Zeros (%)93.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:40.893028image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4200242891
Coefficient of variation (CV)4.077905719
Kurtosis14.89312413
Mean0.103
Median Absolute Deviation (MAD)0
Skewness4.042493375
Sum618
Variance0.1764204034
MonotonicityNot monotonic
2025-04-09T11:30:40.946424image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5634
93.9%
2 252
 
4.2%
1 114
 
1.9%
ValueCountFrequency (%)
0 5634
93.9%
1 114
 
1.9%
2 252
 
4.2%
ValueCountFrequency (%)
2 252
 
4.2%
1 114
 
1.9%
0 5634
93.9%

방문횟수_PC_R6M
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.0215
Minimum0
Maximum4
Zeros167
Zeros (%)2.8%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:41.011909image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median1
Q31
95-th percentile1
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3184147945
Coefficient of variation (CV)0.3117129657
Kurtosis21.71038221
Mean1.0215
Median Absolute Deviation (MAD)0
Skewness2.818694021
Sum6129
Variance0.1013879813
MonotonicityNot monotonic
2025-04-09T11:30:41.073498image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
1 5609
93.5%
0 167
 
2.8%
2 154
 
2.6%
3 68
 
1.1%
4 2
 
< 0.1%
ValueCountFrequency (%)
0 167
 
2.8%
1 5609
93.5%
2 154
 
2.6%
3 68
 
1.1%
4 2
 
< 0.1%
ValueCountFrequency (%)
4 2
 
< 0.1%
3 68
 
1.1%
2 154
 
2.6%
1 5609
93.5%
0 167
 
2.8%

방문일수_PC_R6M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9835
Minimum0
Maximum3
Zeros230
Zeros (%)3.8%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:41.125015image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median1
Q31
95-th percentile1
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2467885075
Coefficient of variation (CV)0.2509288332
Kurtosis14.91337982
Mean0.9835
Median Absolute Deviation (MAD)0
Skewness-0.6976776494
Sum5901
Variance0.06090456743
MonotonicityNot monotonic
2025-04-09T11:30:41.184402image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
1 5642
94.0%
0 230
 
3.8%
2 125
 
2.1%
3 3
 
0.1%
ValueCountFrequency (%)
0 230
 
3.8%
1 5642
94.0%
2 125
 
2.1%
3 3
 
0.1%
ValueCountFrequency (%)
3 3
 
0.1%
2 125
 
2.1%
1 5642
94.0%
0 230
 
3.8%

방문월수_PC_R6M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4248333333
Minimum0
Maximum6
Zeros5202
Zeros (%)86.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:41.246899image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.412450285
Coefficient of variation (CV)3.324716246
Kurtosis11.18419236
Mean0.4248333333
Median Absolute Deviation (MAD)0
Skewness3.570781453
Sum2549
Variance1.995015808
MonotonicityNot monotonic
2025-04-09T11:30:41.300319image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5202
86.7%
1 447
 
7.4%
6 350
 
5.8%
2 1
 
< 0.1%
ValueCountFrequency (%)
0 5202
86.7%
1 447
 
7.4%
2 1
 
< 0.1%
6 350
 
5.8%
ValueCountFrequency (%)
6 350
 
5.8%
2 1
 
< 0.1%
1 447
 
7.4%
0 5202
86.7%

방문후경과월_PC_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.451
Minimum0
Maximum6
Zeros392
Zeros (%)6.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:41.353671image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q16
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.610703178
Coefficient of variation (CV)0.2954876496
Kurtosis6.332300067
Mean5.451
Median Absolute Deviation (MAD)0
Skewness-2.820511514
Sum32706
Variance2.594364727
MonotonicityNot monotonic
2025-04-09T11:30:41.416180image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 5276
87.9%
0 392
 
6.5%
2 77
 
1.3%
3 72
 
1.2%
4 71
 
1.2%
5 71
 
1.2%
1 41
 
0.7%
ValueCountFrequency (%)
0 392
6.5%
1 41
 
0.7%
2 77
 
1.3%
3 72
 
1.2%
4 71
 
1.2%
ValueCountFrequency (%)
6 5276
87.9%
5 71
 
1.2%
4 71
 
1.2%
3 72
 
1.2%
2 77
 
1.3%

방문횟수_앱_R6M
Real number (ℝ)

Zeros 

Distinct8
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.167833333
Minimum0
Maximum7
Zeros230
Zeros (%)3.8%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:41.485226image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q11
median1
Q31
95-th percentile3
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.8161554124
Coefficient of variation (CV)0.6988629191
Kurtosis16.80496174
Mean1.167833333
Median Absolute Deviation (MAD)0
Skewness3.829338911
Sum7007
Variance0.6661096572
MonotonicityNot monotonic
2025-04-09T11:30:41.547702image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
1 5271
87.8%
0 230
 
3.8%
2 146
 
2.4%
3 135
 
2.2%
4 102
 
1.7%
5 73
 
1.2%
6 35
 
0.6%
7 8
 
0.1%
ValueCountFrequency (%)
0 230
 
3.8%
1 5271
87.8%
2 146
 
2.4%
3 135
 
2.2%
4 102
 
1.7%
ValueCountFrequency (%)
7 8
 
0.1%
6 35
 
0.6%
5 73
1.2%
4 102
1.7%
3 135
2.2%

방문일수_앱_R6M
Real number (ℝ)

Zeros 

Distinct57
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.438
Minimum0
Maximum56
Zeros4699
Zeros (%)78.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:41.616743image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile26.05
Maximum56
Range56
Interquartile range (IQR)0

Descriptive statistics

Standard deviation9.183366033
Coefficient of variation (CV)2.671136135
Kurtosis10.17453471
Mean3.438
Median Absolute Deviation (MAD)0
Skewness3.206883112
Sum20628
Variance84.3342117
MonotonicityNot monotonic
2025-04-09T11:30:41.685971image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4699
78.3%
5 104
 
1.7%
3 99
 
1.7%
4 97
 
1.6%
2 84
 
1.4%
6 61
 
1.0%
7 55
 
0.9%
9 55
 
0.9%
8 44
 
0.7%
1 39
 
0.7%
Other values (47) 663
 
11.1%
ValueCountFrequency (%)
0 4699
78.3%
1 39
 
0.7%
2 84
 
1.4%
3 99
 
1.7%
4 97
 
1.6%
ValueCountFrequency (%)
56 2
 
< 0.1%
55 1
 
< 0.1%
54 5
0.1%
53 6
0.1%
52 7
0.1%

방문월수_앱_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9675
Minimum0
Maximum6
Zeros4673
Zeros (%)77.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:41.748465image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.065144358
Coefficient of variation (CV)2.134516133
Kurtosis1.542102792
Mean0.9675
Median Absolute Deviation (MAD)0
Skewness1.841776601
Sum5805
Variance4.26482122
MonotonicityNot monotonic
2025-04-09T11:30:41.797978image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 4673
77.9%
6 653
 
10.9%
1 331
 
5.5%
5 260
 
4.3%
4 40
 
0.7%
2 33
 
0.5%
3 10
 
0.2%
ValueCountFrequency (%)
0 4673
77.9%
1 331
 
5.5%
2 33
 
0.5%
3 10
 
0.2%
4 40
 
0.7%
ValueCountFrequency (%)
6 653
10.9%
5 260
 
4.3%
4 40
 
0.7%
3 10
 
0.2%
2 33
 
0.5%

방문후경과월_앱_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.84
Minimum0
Maximum6
Zeros1028
Zeros (%)17.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:41.857744image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q16
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.312493158
Coefficient of variation (CV)0.4777878425
Kurtosis0.4535214389
Mean4.84
Median Absolute Deviation (MAD)0
Skewness-1.54605342
Sum29040
Variance5.347624604
MonotonicityNot monotonic
2025-04-09T11:30:41.910527image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 4736
78.9%
0 1028
 
17.1%
1 73
 
1.2%
2 47
 
0.8%
3 42
 
0.7%
4 39
 
0.7%
5 35
 
0.6%
ValueCountFrequency (%)
0 1028
17.1%
1 73
 
1.2%
2 47
 
0.8%
3 42
 
0.7%
4 39
 
0.7%
ValueCountFrequency (%)
6 4736
78.9%
5 35
 
0.6%
4 39
 
0.7%
3 42
 
0.7%
2 47
 
0.8%

방문횟수_모바일웹_R6M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.07083333333
Minimum0
Maximum5
Zeros5894
Zeros (%)98.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:41.971809image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5334135924
Coefficient of variation (CV)7.530544834
Kurtosis55.97199012
Mean0.07083333333
Median Absolute Deviation (MAD)0
Skewness7.541549758
Sum425
Variance0.2845300606
MonotonicityNot monotonic
2025-04-09T11:30:42.034089image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5894
98.2%
4 73
 
1.2%
5 17
 
0.3%
3 16
 
0.3%
ValueCountFrequency (%)
0 5894
98.2%
3 16
 
0.3%
4 73
 
1.2%
5 17
 
0.3%
ValueCountFrequency (%)
5 17
 
0.3%
4 73
 
1.2%
3 16
 
0.3%
0 5894
98.2%

방문일수_모바일웹_R6M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.05916666667
Minimum0
Maximum5
Zeros5895
Zeros (%)98.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:42.095517image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4487384538
Coefficient of variation (CV)7.584311895
Kurtosis58.25622404
Mean0.05916666667
Median Absolute Deviation (MAD)0
Skewness7.653419097
Sum355
Variance0.2013661999
MonotonicityNot monotonic
2025-04-09T11:30:42.156944image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5895
98.2%
3 67
 
1.1%
4 36
 
0.6%
5 2
 
< 0.1%
ValueCountFrequency (%)
0 5895
98.2%
3 67
 
1.1%
4 36
 
0.6%
5 2
 
< 0.1%
ValueCountFrequency (%)
5 2
 
< 0.1%
4 36
 
0.6%
3 67
 
1.1%
0 5895
98.2%

방문월수_모바일웹_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.01883333333
Minimum0
Maximum1
Zeros5887
Zeros (%)98.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:42.218220image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1359474868
Coefficient of variation (CV)7.218450628
Kurtosis48.15766182
Mean0.01883333333
Median Absolute Deviation (MAD)0
Skewness7.081074027
Sum113
Variance0.01848171918
MonotonicityNot monotonic
2025-04-09T11:30:42.267567image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5887
98.1%
1 113
 
1.9%
ValueCountFrequency (%)
0 5887
98.1%
1 113
 
1.9%
ValueCountFrequency (%)
1 113
 
1.9%
0 5887
98.1%

방문후경과월_모바일웹_R6M
Real number (ℝ)

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.963833333
Minimum0
Maximum6
Zeros4
Zeros (%)0.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:42.336554image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile6
Q16
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3681682997
Coefficient of variation (CV)0.06173349909
Kurtosis146.4860918
Mean5.963833333
Median Absolute Deviation (MAD)0
Skewness-11.69648833
Sum35783
Variance0.1355478969
MonotonicityNot monotonic
2025-04-09T11:30:42.399064image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 5925
98.8%
5 21
 
0.4%
4 14
 
0.2%
1 12
 
0.2%
2 12
 
0.2%
3 12
 
0.2%
0 4
 
0.1%
ValueCountFrequency (%)
0 4
 
0.1%
1 12
0.2%
2 12
0.2%
3 12
0.2%
4 14
0.2%
ValueCountFrequency (%)
6 5925
98.8%
5 21
 
0.4%
4 14
 
0.2%
3 12
 
0.2%
2 12
 
0.2%

방문횟수_PC_B0M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3503333333
Minimum0
Maximum7
Zeros5635
Zeros (%)93.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:42.452454image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile5
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.383444569
Coefficient of variation (CV)3.948937875
Kurtosis12.1345825
Mean0.3503333333
Median Absolute Deviation (MAD)0
Skewness3.736719621
Sum2102
Variance1.913918875
MonotonicityNot monotonic
2025-04-09T11:30:42.499756image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5635
93.9%
6 231
 
3.9%
5 111
 
1.8%
7 23
 
0.4%
ValueCountFrequency (%)
0 5635
93.9%
5 111
 
1.8%
6 231
 
3.9%
7 23
 
0.4%
ValueCountFrequency (%)
7 23
 
0.4%
6 231
 
3.9%
5 111
 
1.8%
0 5635
93.9%

방문일수_PC_B0M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2576666667
Minimum0
Maximum5
Zeros5635
Zeros (%)93.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:42.552854image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.018878914
Coefficient of variation (CV)3.95425193
Kurtosis12.3682848
Mean0.2576666667
Median Absolute Deviation (MAD)0
Skewness3.757369951
Sum1546
Variance1.038114241
MonotonicityNot monotonic
2025-04-09T11:30:42.615702image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5635
93.9%
4 267
 
4.5%
5 92
 
1.5%
3 6
 
0.1%
ValueCountFrequency (%)
0 5635
93.9%
3 6
 
0.1%
4 267
 
4.5%
5 92
 
1.5%
ValueCountFrequency (%)
5 92
 
1.5%
4 267
 
4.5%
3 6
 
0.1%
0 5635
93.9%

방문횟수_앱_B0M
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8513333333
Minimum0
Maximum13
Zeros5002
Zeros (%)83.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:42.668681image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile6
Maximum13
Range13
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.114231906
Coefficient of variation (CV)2.483436068
Kurtosis6.703967456
Mean0.8513333333
Median Absolute Deviation (MAD)0
Skewness2.650043866
Sum5108
Variance4.469976552
MonotonicityNot monotonic
2025-04-09T11:30:42.737295image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0 5002
83.4%
3 264
 
4.4%
4 231
 
3.9%
5 144
 
2.4%
6 92
 
1.5%
7 79
 
1.3%
8 60
 
1.0%
9 55
 
0.9%
10 26
 
0.4%
2 22
 
0.4%
Other values (3) 25
 
0.4%
ValueCountFrequency (%)
0 5002
83.4%
2 22
 
0.4%
3 264
 
4.4%
4 231
 
3.9%
5 144
 
2.4%
ValueCountFrequency (%)
13 1
 
< 0.1%
12 11
 
0.2%
11 13
 
0.2%
10 26
0.4%
9 55
0.9%

방문일수_앱_B0M
Real number (ℝ)

Zeros 

Distinct10
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6881666667
Minimum0
Maximum10
Zeros5000
Zeros (%)83.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:42.790719image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile5
Maximum10
Range10
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.687523213
Coefficient of variation (CV)2.452201327
Kurtosis6.037112752
Mean0.6881666667
Median Absolute Deviation (MAD)0
Skewness2.554767856
Sum4129
Variance2.847734595
MonotonicityNot monotonic
2025-04-09T11:30:42.852292image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
0 5000
83.3%
3 383
 
6.4%
4 180
 
3.0%
5 123
 
2.1%
2 107
 
1.8%
6 89
 
1.5%
7 68
 
1.1%
8 30
 
0.5%
9 19
 
0.3%
10 1
 
< 0.1%
ValueCountFrequency (%)
0 5000
83.3%
2 107
 
1.8%
3 383
 
6.4%
4 180
 
3.0%
5 123
 
2.1%
ValueCountFrequency (%)
10 1
 
< 0.1%
9 19
 
0.3%
8 30
 
0.5%
7 68
1.1%
6 89
1.5%

방문횟수_모바일웹_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0006666666667
Minimum0
Maximum4
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:42.903569image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.05163977795
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.0006666666667
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum4
Variance0.002666666667
MonotonicityNot monotonic
2025-04-09T11:30:42.962700image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
4 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
4 1
 
< 0.1%
ValueCountFrequency (%)
4 1
 
< 0.1%
0 5999
> 99.9%

인입횟수_IB_R6M
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9601666667
Minimum0
Maximum12
Zeros4401
Zeros (%)73.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:43.026478image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile5
Maximum12
Range12
Interquartile range (IQR)1

Descriptive statistics

Standard deviation2.057738002
Coefficient of variation (CV)2.143105019
Kurtosis8.072863051
Mean0.9601666667
Median Absolute Deviation (MAD)0
Skewness2.738429118
Sum5761
Variance4.234285687
MonotonicityNot monotonic
2025-04-09T11:30:43.087999image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0 4401
73.4%
2 547
 
9.1%
3 245
 
4.1%
1 207
 
3.5%
4 180
 
3.0%
5 130
 
2.2%
6 85
 
1.4%
7 48
 
0.8%
8 48
 
0.8%
10 38
 
0.6%
Other values (3) 71
 
1.2%
ValueCountFrequency (%)
0 4401
73.4%
1 207
 
3.5%
2 547
 
9.1%
3 245
 
4.1%
4 180
 
3.0%
ValueCountFrequency (%)
12 16
 
0.3%
11 29
0.5%
10 38
0.6%
9 26
0.4%
8 48
0.8%

인입일수_IB_R6M
Real number (ℝ)

Zeros 

Distinct9
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.604
Minimum0
Maximum8
Zeros4413
Zeros (%)73.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:43.139689image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile3
Maximum8
Range8
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.268510486
Coefficient of variation (CV)2.100182924
Kurtosis7.025229008
Mean0.604
Median Absolute Deviation (MAD)0
Skewness2.585779676
Sum3624
Variance1.609118853
MonotonicityNot monotonic
2025-04-09T11:30:43.201582image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
0 4413
73.6%
1 626
 
10.4%
2 446
 
7.4%
3 230
 
3.8%
4 133
 
2.2%
5 62
 
1.0%
6 57
 
0.9%
7 32
 
0.5%
8 1
 
< 0.1%
ValueCountFrequency (%)
0 4413
73.6%
1 626
 
10.4%
2 446
 
7.4%
3 230
 
3.8%
4 133
 
2.2%
ValueCountFrequency (%)
8 1
 
< 0.1%
7 32
 
0.5%
6 57
0.9%
5 62
1.0%
4 133
2.2%

인입월수_IB_R6M
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4021666667
Minimum0
Maximum6
Zeros4408
Zeros (%)73.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:43.262875image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile2
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.7890072207
Coefficient of variation (CV)1.961891141
Kurtosis7.656550202
Mean0.4021666667
Median Absolute Deviation (MAD)0
Skewness2.456854738
Sum2413
Variance0.6225323943
MonotonicityNot monotonic
2025-04-09T11:30:43.313659image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0 4408
73.5%
1 983
 
16.4%
2 483
 
8.1%
4 59
 
1.0%
3 58
 
1.0%
6 9
 
0.1%
ValueCountFrequency (%)
0 4408
73.5%
1 983
 
16.4%
2 483
 
8.1%
3 58
 
1.0%
4 59
 
1.0%
ValueCountFrequency (%)
6 9
 
0.1%
4 59
 
1.0%
3 58
 
1.0%
2 483
8.1%
1 983
16.4%

이용메뉴건수_IB_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.592
Minimum0
Maximum6
Zeros4416
Zeros (%)73.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:43.365337image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile3
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.158055633
Coefficient of variation (CV)1.956175056
Kurtosis3.781136414
Mean0.592
Median Absolute Deviation (MAD)0
Skewness2.076386816
Sum3552
Variance1.341092849
MonotonicityNot monotonic
2025-04-09T11:30:43.424431image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
0 4416
73.6%
2 567
 
9.4%
1 486
 
8.1%
3 302
 
5.0%
4 130
 
2.2%
5 88
 
1.5%
6 11
 
0.2%
ValueCountFrequency (%)
0 4416
73.6%
1 486
 
8.1%
2 567
 
9.4%
3 302
 
5.0%
4 130
 
2.2%
ValueCountFrequency (%)
6 11
 
0.2%
5 88
 
1.5%
4 130
 
2.2%
3 302
5.0%
2 567
9.4%

인입후경과월_IB_R6M
Real number (ℝ)

Zeros 

Distinct7
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.129333333
Minimum0
Maximum6
Zeros270
Zeros (%)4.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:43.474800image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q15
median6
Q36
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.723688315
Coefficient of variation (CV)0.3360452914
Kurtosis2.252933304
Mean5.129333333
Median Absolute Deviation (MAD)0
Skewness-1.893535387
Sum30776
Variance2.971101406
MonotonicityNot monotonic
2025-04-09T11:30:43.527023image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=7)
ValueCountFrequency (%)
6 4448
74.1%
5 305
 
5.1%
4 281
 
4.7%
0 270
 
4.5%
3 255
 
4.2%
2 233
 
3.9%
1 208
 
3.5%
ValueCountFrequency (%)
0 270
4.5%
1 208
3.5%
2 233
3.9%
3 255
4.2%
4 281
4.7%
ValueCountFrequency (%)
6 4448
74.1%
5 305
 
5.1%
4 281
 
4.7%
3 255
 
4.2%
2 233
 
3.9%

인입횟수_IB_B0M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08883333333
Minimum0
Maximum3
Zeros5735
Zeros (%)95.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:43.585824image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4138887003
Coefficient of variation (CV)4.659159853
Kurtosis18.10118121
Mean0.08883333333
Median Absolute Deviation (MAD)0
Skewness4.466043608
Sum533
Variance0.1713038562
MonotonicityNot monotonic
2025-04-09T11:30:43.638620image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5735
95.6%
2 262
 
4.4%
3 3
 
0.1%
ValueCountFrequency (%)
0 5735
95.6%
2 262
 
4.4%
3 3
 
0.1%
ValueCountFrequency (%)
3 3
 
0.1%
2 262
 
4.4%
0 5735
95.6%

인입일수_IB_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.035
Minimum0
Maximum1
Zeros5790
Zeros (%)96.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:43.697939image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1837950764
Coefficient of variation (CV)5.251287897
Kurtosis23.62838356
Mean0.035
Median Absolute Deviation (MAD)0
Skewness5.06167043
Sum210
Variance0.03378063011
MonotonicityNot monotonic
2025-04-09T11:30:43.751600image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5790
96.5%
1 210
 
3.5%
ValueCountFrequency (%)
0 5790
96.5%
1 210
 
3.5%
ValueCountFrequency (%)
1 210
 
3.5%
0 5790
96.5%

이용메뉴건수_IB_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.03066666667
Minimum0
Maximum1
Zeros5816
Zeros (%)96.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:43.803113image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1724273105
Coefficient of variation (CV)5.622629691
Kurtosis27.66438062
Mean0.03066666667
Median Absolute Deviation (MAD)0
Skewness5.445655082
Sum184
Variance0.02973117742
MonotonicityNot monotonic
2025-04-09T11:30:43.864512image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5816
96.9%
1 184
 
3.1%
ValueCountFrequency (%)
0 5816
96.9%
1 184
 
3.1%
ValueCountFrequency (%)
1 184
 
3.1%
0 5816
96.9%

상담건수_B0M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08883333333
Minimum0
Maximum3
Zeros5734
Zeros (%)95.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:43.915902image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4126786759
Coefficient of variation (CV)4.645538565
Kurtosis17.75360724
Mean0.08883333333
Median Absolute Deviation (MAD)0
Skewness4.438058832
Sum533
Variance0.1703036895
MonotonicityNot monotonic
2025-04-09T11:30:43.965155image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5734
95.6%
2 265
 
4.4%
3 1
 
< 0.1%
ValueCountFrequency (%)
0 5734
95.6%
2 265
 
4.4%
3 1
 
< 0.1%
ValueCountFrequency (%)
3 1
 
< 0.1%
2 265
 
4.4%
0 5734
95.6%

IB문의건수_사용승인내역_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0001666666667
Minimum0
Maximum1
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:44.026384image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.01290994449
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.0001666666667
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum1
Variance0.0001666666667
MonotonicityNot monotonic
2025-04-09T11:30:44.087581image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
1 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
1 1
 
< 0.1%
ValueCountFrequency (%)
1 1
 
< 0.1%
0 5999
> 99.9%

IB문의건수_선결제_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0025
Minimum0
Maximum1
Zeros5985
Zeros (%)99.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:44.143245image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.04994162286
Coefficient of variation (CV)19.97664915
Kurtosis395.3328733
Mean0.0025
Median Absolute Deviation (MAD)0
Skewness19.92990456
Sum15
Variance0.002494165694
MonotonicityNot monotonic
2025-04-09T11:30:44.194459image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5985
99.8%
1 15
 
0.2%
ValueCountFrequency (%)
0 5985
99.8%
1 15
 
0.2%
ValueCountFrequency (%)
1 15
 
0.2%
0 5985
99.8%

IB문의건수_CS_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0006666666667
Minimum0
Maximum4
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:44.254249image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.05163977795
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.0006666666667
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum4
Variance0.002666666667
MonotonicityNot monotonic
2025-04-09T11:30:44.315120image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
4 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
4 1
 
< 0.1%
ValueCountFrequency (%)
4 1
 
< 0.1%
0 5999
> 99.9%

상담건수_R6M
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.017666667
Minimum0
Maximum12
Zeros4336
Zeros (%)72.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:44.376424image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile6
Maximum12
Range12
Interquartile range (IQR)1

Descriptive statistics

Standard deviation2.104699388
Coefficient of variation (CV)2.068161862
Kurtosis7.009749767
Mean1.017666667
Median Absolute Deviation (MAD)0
Skewness2.581052023
Sum6106
Variance4.429759515
MonotonicityNot monotonic
2025-04-09T11:30:44.438016image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0 4336
72.3%
2 512
 
8.5%
3 294
 
4.9%
1 210
 
3.5%
4 199
 
3.3%
5 140
 
2.3%
6 88
 
1.5%
7 59
 
1.0%
8 45
 
0.8%
10 40
 
0.7%
Other values (3) 77
 
1.3%
ValueCountFrequency (%)
0 4336
72.3%
1 210
 
3.5%
2 512
 
8.5%
3 294
 
4.9%
4 199
 
3.3%
ValueCountFrequency (%)
12 8
 
0.1%
11 38
0.6%
10 40
0.7%
9 31
0.5%
8 45
0.8%

IB문의건수_사용승인내역_R6M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1003333333
Minimum0
Maximum2
Zeros5683
Zeros (%)94.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:44.491411image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4304618897
Coefficient of variation (CV)4.290317837
Kurtosis15.14046295
Mean0.1003333333
Median Absolute Deviation (MAD)0
Skewness4.121214207
Sum602
Variance0.1852974385
MonotonicityNot monotonic
2025-04-09T11:30:44.561256image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5683
94.7%
2 285
 
4.8%
1 32
 
0.5%
ValueCountFrequency (%)
0 5683
94.7%
1 32
 
0.5%
2 285
 
4.8%
ValueCountFrequency (%)
2 285
 
4.8%
1 32
 
0.5%
0 5683
94.7%

IB문의건수_한도_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.007
Minimum0
Maximum2
Zeros5979
Zeros (%)99.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:44.618141image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1181241955
Coefficient of variation (CV)16.87488507
Kurtosis280.9528706
Mean0.007
Median Absolute Deviation (MAD)0
Skewness16.81841906
Sum42
Variance0.01395332555
MonotonicityNot monotonic
2025-04-09T11:30:44.687152image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5979
99.7%
2 21
 
0.4%
ValueCountFrequency (%)
0 5979
99.7%
2 21
 
0.4%
ValueCountFrequency (%)
2 21
 
0.4%
0 5979
99.7%

IB문의건수_선결제_R6M
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1485
Minimum0
Maximum5
Zeros5689
Zeros (%)94.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:44.749655image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6717064946
Coefficient of variation (CV)4.523276058
Kurtosis22.8106792
Mean0.1485
Median Absolute Deviation (MAD)0
Skewness4.77114533
Sum891
Variance0.4511896149
MonotonicityNot monotonic
2025-04-09T11:30:44.803044image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0 5689
94.8%
2 139
 
2.3%
4 81
 
1.4%
3 73
 
1.2%
5 13
 
0.2%
1 5
 
0.1%
ValueCountFrequency (%)
0 5689
94.8%
1 5
 
0.1%
2 139
 
2.3%
3 73
 
1.2%
4 81
 
1.4%
ValueCountFrequency (%)
5 13
 
0.2%
4 81
1.4%
3 73
1.2%
2 139
2.3%
1 5
 
0.1%

IB문의건수_결제_R6M
Real number (ℝ)

Skewed  Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.004166666667
Minimum0
Maximum2
Zeros5987
Zeros (%)99.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:44.872054image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.0902810279
Coefficient of variation (CV)21.6674467
Kurtosis477.7107708
Mean0.004166666667
Median Absolute Deviation (MAD)0
Skewness21.84243585
Sum25
Variance0.008150664
MonotonicityNot monotonic
2025-04-09T11:30:44.934561image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5987
99.8%
2 12
 
0.2%
1 1
 
< 0.1%
ValueCountFrequency (%)
0 5987
99.8%
1 1
 
< 0.1%
2 12
 
0.2%
ValueCountFrequency (%)
2 12
 
0.2%
1 1
 
< 0.1%
0 5987
99.8%

IB문의건수_정보변경_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.01883333333
Minimum0
Maximum1
Zeros5887
Zeros (%)98.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:44.987957image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1359474868
Coefficient of variation (CV)7.218450628
Kurtosis48.15766182
Mean0.01883333333
Median Absolute Deviation (MAD)0
Skewness7.081074027
Sum113
Variance0.01848171918
MonotonicityNot monotonic
2025-04-09T11:30:45.050483image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5887
98.1%
1 113
 
1.9%
ValueCountFrequency (%)
0 5887
98.1%
1 113
 
1.9%
ValueCountFrequency (%)
1 113
 
1.9%
0 5887
98.1%

IB문의건수_결제일변경_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.009333333333
Minimum0
Maximum1
Zeros5944
Zeros (%)99.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:45.103878image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.09616529268
Coefficient of variation (CV)10.30342422
Kurtosis102.2384571
Mean0.009333333333
Median Absolute Deviation (MAD)0
Skewness10.20805455
Sum56
Variance0.009247763516
MonotonicityNot monotonic
2025-04-09T11:30:45.172457image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5944
99.1%
1 56
 
0.9%
ValueCountFrequency (%)
0 5944
99.1%
1 56
 
0.9%
ValueCountFrequency (%)
1 56
 
0.9%
0 5944
99.1%

IB문의건수_SMS_R6M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0008333333333
Minimum0
Maximum1
Zeros5995
Zeros (%)99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:45.219341image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.02885788775
Coefficient of variation (CV)34.6294653
Kurtosis1195.998267
Mean0.0008333333333
Median Absolute Deviation (MAD)0
Skewness34.60635203
Sum5
Variance0.0008327776852
MonotonicityNot monotonic
2025-04-09T11:30:45.272724image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5995
99.9%
1 5
 
0.1%
ValueCountFrequency (%)
0 5995
99.9%
1 5
 
0.1%
ValueCountFrequency (%)
1 5
 
0.1%
0 5995
99.9%

IB문의건수_카드발급_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.012
Minimum0
Maximum1
Zeros5928
Zeros (%)98.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:45.335258image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1088943356
Coefficient of variation (CV)9.074527968
Kurtosis78.41180684
Mean0.012
Median Absolute Deviation (MAD)0
Skewness8.965805579
Sum72
Variance0.01185797633
MonotonicityNot monotonic
2025-04-09T11:30:45.388617image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5928
98.8%
1 72
 
1.2%
ValueCountFrequency (%)
0 5928
98.8%
1 72
 
1.2%
ValueCountFrequency (%)
1 72
 
1.2%
0 5928
98.8%

IB문의건수_BL_R6M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0005
Minimum0
Maximum1
Zeros5997
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:45.451118image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.02235695206
Coefficient of variation (CV)44.71390413
Kurtosis1996.664999
Mean0.0005
Median Absolute Deviation (MAD)0
Skewness44.69898706
Sum3
Variance0.0004998333056
MonotonicityNot monotonic
2025-04-09T11:30:45.504552image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5997
> 99.9%
1 3
 
0.1%
ValueCountFrequency (%)
0 5997
> 99.9%
1 3
 
0.1%
ValueCountFrequency (%)
1 3
 
0.1%
0 5997
> 99.9%

IB문의건수_분실도난_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0055
Minimum0
Maximum1
Zeros5967
Zeros (%)99.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:45.573618image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.07396392213
Coefficient of variation (CV)13.44798584
Kurtosis176.9721545
Mean0.0055
Median Absolute Deviation (MAD)0
Skewness13.37584255
Sum33
Variance0.005470661777
MonotonicityNot monotonic
2025-04-09T11:30:45.673898image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5967
99.5%
1 33
 
0.5%
ValueCountFrequency (%)
0 5967
99.5%
1 33
 
0.5%
ValueCountFrequency (%)
1 33
 
0.5%
0 5967
99.5%

IB문의건수_CA_R6M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0001666666667
Minimum0
Maximum1
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:45.736407image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.01290994449
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.0001666666667
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum1
Variance0.0001666666667
MonotonicityNot monotonic
2025-04-09T11:30:45.821054image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
1 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
1 1
 
< 0.1%
ValueCountFrequency (%)
1 1
 
< 0.1%
0 5999
> 99.9%

IB문의건수_CL_RV_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.01433333333
Minimum0
Maximum1
Zeros5914
Zeros (%)98.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:45.890102image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1188707026
Coefficient of variation (CV)8.29330483
Kurtosis64.83700169
Mean0.01433333333
Median Absolute Deviation (MAD)0
Skewness8.17406811
Sum86
Variance0.01413024393
MonotonicityNot monotonic
2025-04-09T11:30:45.952677image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5914
98.6%
1 86
 
1.4%
ValueCountFrequency (%)
0 5914
98.6%
1 86
 
1.4%
ValueCountFrequency (%)
1 86
 
1.4%
0 5914
98.6%

IB문의건수_CS_R6M
Real number (ℝ)

Skewed  Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.008166666667
Minimum0
Maximum4
Zeros5987
Zeros (%)99.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:46.006071image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.17636654
Coefficient of variation (CV)21.59590285
Kurtosis476.3574651
Mean0.008166666667
Median Absolute Deviation (MAD)0
Skewness21.77650087
Sum49
Variance0.03110515641
MonotonicityNot monotonic
2025-04-09T11:30:46.052945image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5987
99.8%
4 10
 
0.2%
3 3
 
0.1%
ValueCountFrequency (%)
0 5987
99.8%
3 3
 
0.1%
4 10
 
0.2%
ValueCountFrequency (%)
4 10
 
0.2%
3 3
 
0.1%
0 5987
99.8%

불만제기후경과월_R12M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.324
Minimum0
Maximum12
Zeros2838
Zeros (%)47.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:46.121957image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median12
Q312
95-th percentile12
Maximum12
Range12
Interquartile range (IQR)12

Descriptive statistics

Standard deviation5.991744946
Coefficient of variation (CV)0.9474612502
Kurtosis-1.988959134
Mean6.324
Median Absolute Deviation (MAD)0
Skewness-0.1081848573
Sum37944
Variance35.9010075
MonotonicityNot monotonic
2025-04-09T11:30:46.175399image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
12 3162
52.7%
0 2838
47.3%
ValueCountFrequency (%)
0 2838
47.3%
12 3162
52.7%
ValueCountFrequency (%)
12 3162
52.7%
0 2838
47.3%

당사멤버쉽_방문횟수_B0M
Real number (ℝ)

Zeros 

Distinct14
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.5555
Minimum0
Maximum45
Zeros5668
Zeros (%)94.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:46.237916image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile22
Maximum45
Range45
Interquartile range (IQR)0

Descriptive statistics

Standard deviation6.972256101
Coefficient of variation (CV)4.48232472
Kurtosis22.55183596
Mean1.5555
Median Absolute Deviation (MAD)0
Skewness4.757186275
Sum9333
Variance48.61235514
MonotonicityNot monotonic
2025-04-09T11:30:46.291397image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%)
0 5668
94.5%
22 113
 
1.9%
23 73
 
1.2%
43 57
 
0.9%
42 51
 
0.9%
8 12
 
0.2%
3 8
 
0.1%
1 5
 
0.1%
41 5
 
0.1%
24 4
 
0.1%
Other values (4) 4
 
0.1%
ValueCountFrequency (%)
0 5668
94.5%
1 5
 
0.1%
3 8
 
0.1%
8 12
 
0.2%
21 1
 
< 0.1%
ValueCountFrequency (%)
45 1
 
< 0.1%
44 1
 
< 0.1%
43 57
0.9%
42 51
0.9%
41 5
 
0.1%

당사멤버쉽_방문횟수_R6M
Real number (ℝ)

Zeros 

Distinct94
Distinct (%)1.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.84966667
Minimum0
Maximum258
Zeros5071
Zeros (%)84.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:46.376067image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile177
Maximum258
Range258
Interquartile range (IQR)0

Descriptive statistics

Standard deviation48.29359286
Coefficient of variation (CV)3.758353747
Kurtosis12.80878771
Mean12.84966667
Median Absolute Deviation (MAD)0
Skewness3.800781165
Sum77098
Variance2332.271112
MonotonicityNot monotonic
2025-04-09T11:30:46.454301image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5071
84.5%
2 310
 
5.2%
8 150
 
2.5%
214 31
 
0.5%
216 30
 
0.5%
213 28
 
0.5%
215 27
 
0.4%
9 26
 
0.4%
212 24
 
0.4%
217 21
 
0.4%
Other values (84) 282
 
4.7%
ValueCountFrequency (%)
0 5071
84.5%
1 2
 
< 0.1%
2 310
 
5.2%
7 18
 
0.3%
8 150
 
2.5%
ValueCountFrequency (%)
258 1
< 0.1%
239 1
< 0.1%
237 1
< 0.1%
236 1
< 0.1%
235 1
< 0.1%

당사멤버쉽_방문월수_R6M
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6598333333
Minimum0
Maximum6
Zeros5034
Zeros (%)83.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:46.507649image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile6
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.781286652
Coefficient of variation (CV)2.699600887
Kurtosis4.903294523
Mean0.6598333333
Median Absolute Deviation (MAD)0
Skewness2.591123404
Sum3959
Variance3.172982136
MonotonicityNot monotonic
2025-04-09T11:30:46.570152image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 5034
83.9%
6 585
 
9.8%
1 314
 
5.2%
2 66
 
1.1%
3 1
 
< 0.1%
ValueCountFrequency (%)
0 5034
83.9%
1 314
 
5.2%
2 66
 
1.1%
3 1
 
< 0.1%
6 585
 
9.8%
ValueCountFrequency (%)
6 585
 
9.8%
3 1
 
< 0.1%
2 66
 
1.1%
1 314
 
5.2%
0 5034
83.9%

OS구분코드
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.467
Minimum0
Maximum2
Zeros1374
Zeros (%)22.9%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:46.623556image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q32
95-th percentile2
Maximum2
Range2
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.8408500688
Coefficient of variation (CV)0.5731765977
Kurtosis-0.7576910912
Mean1.467
Median Absolute Deviation (MAD)0
Skewness-1.052207047
Sum8802
Variance0.7070288381
MonotonicityNot monotonic
2025-04-09T11:30:46.692651image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
2 4176
69.6%
0 1374
 
22.9%
1 450
 
7.5%
ValueCountFrequency (%)
0 1374
 
22.9%
1 450
 
7.5%
2 4176
69.6%
ValueCountFrequency (%)
2 4176
69.6%
1 450
 
7.5%
0 1374
 
22.9%

홈페이지_금융건수_R6M
Real number (ℝ)

Zeros 

Distinct12
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6628333333
Minimum0
Maximum12
Zeros5278
Zeros (%)88.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:46.755177image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile6
Maximum12
Range12
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.948020646
Coefficient of variation (CV)2.938929815
Kurtosis8.600271049
Mean0.6628333333
Median Absolute Deviation (MAD)0
Skewness3.04494472
Sum3977
Variance3.794784436
MonotonicityNot monotonic
2025-04-09T11:30:46.808584image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%)
0 5278
88.0%
6 150
 
2.5%
3 139
 
2.3%
4 127
 
2.1%
8 82
 
1.4%
5 70
 
1.2%
7 55
 
0.9%
10 35
 
0.6%
9 30
 
0.5%
2 26
 
0.4%
Other values (2) 8
 
0.1%
ValueCountFrequency (%)
0 5278
88.0%
2 26
 
0.4%
3 139
 
2.3%
4 127
 
2.1%
5 70
 
1.2%
ValueCountFrequency (%)
12 1
 
< 0.1%
11 7
 
0.1%
10 35
0.6%
9 30
 
0.5%
8 82
1.4%

홈페이지_선결제건수_R6M
Real number (ℝ)

Zeros 

Distinct26
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8523333333
Minimum0
Maximum25
Zeros5292
Zeros (%)88.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:46.877594image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile7
Maximum25
Range25
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.754231687
Coefficient of variation (CV)3.231402058
Kurtosis20.54397406
Mean0.8523333333
Median Absolute Deviation (MAD)0
Skewness4.139310523
Sum5114
Variance7.585792188
MonotonicityNot monotonic
2025-04-09T11:30:46.952287image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=26)
ValueCountFrequency (%)
0 5292
88.2%
4 116
 
1.9%
3 90
 
1.5%
7 80
 
1.3%
5 72
 
1.2%
8 70
 
1.2%
6 65
 
1.1%
9 43
 
0.7%
11 40
 
0.7%
10 40
 
0.7%
Other values (16) 92
 
1.5%
ValueCountFrequency (%)
0 5292
88.2%
1 1
 
< 0.1%
2 17
 
0.3%
3 90
 
1.5%
4 116
 
1.9%
ValueCountFrequency (%)
25 2
 
< 0.1%
24 1
 
< 0.1%
23 3
0.1%
22 5
0.1%
21 6
0.1%

홈페이지_금융건수_R3M
Real number (ℝ)

Zeros 

Distinct6
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.361
Minimum0
Maximum6
Zeros5391
Zeros (%)89.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:47.016861image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile3
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.103425843
Coefficient of variation (CV)3.056581283
Kurtosis7.164106037
Mean0.361
Median Absolute Deviation (MAD)0
Skewness2.915222113
Sum2166
Variance1.217548591
MonotonicityNot monotonic
2025-04-09T11:30:47.063635image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%)
0 5391
89.8%
3 317
 
5.3%
4 188
 
3.1%
5 77
 
1.3%
2 21
 
0.4%
6 6
 
0.1%
ValueCountFrequency (%)
0 5391
89.8%
2 21
 
0.4%
3 317
 
5.3%
4 188
 
3.1%
5 77
 
1.3%
ValueCountFrequency (%)
6 6
 
0.1%
5 77
 
1.3%
4 188
3.1%
3 317
5.3%
2 21
 
0.4%

홈페이지_선결제건수_R3M
Real number (ℝ)

Zeros 

Distinct13
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4553333333
Minimum0
Maximum13
Zeros5419
Zeros (%)90.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:47.124561image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4
Maximum13
Range13
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.51384285
Coefficient of variation (CV)3.324691472
Kurtosis16.35337418
Mean0.4553333333
Median Absolute Deviation (MAD)0
Skewness3.805247694
Sum2732
Variance2.291720176
MonotonicityNot monotonic
2025-04-09T11:30:47.193675image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=13)
ValueCountFrequency (%)
0 5419
90.3%
4 198
 
3.3%
3 138
 
2.3%
5 119
 
2.0%
6 58
 
1.0%
10 15
 
0.2%
7 14
 
0.2%
11 10
 
0.2%
8 9
 
0.1%
2 7
 
0.1%
Other values (3) 13
 
0.2%
ValueCountFrequency (%)
0 5419
90.3%
2 7
 
0.1%
3 138
 
2.3%
4 198
 
3.3%
5 119
 
2.0%
ValueCountFrequency (%)
13 1
 
< 0.1%
12 6
 
0.1%
11 10
0.2%
10 15
0.2%
9 6
 
0.1%

컨택건수_카드론_TM_B0M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1541666667
Minimum0
Maximum4
Zeros5701
Zeros (%)95.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:47.240449image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6763693898
Coefficient of variation (CV)4.387260907
Kurtosis16.05652166
Mean0.1541666667
Median Absolute Deviation (MAD)0
Skewness4.213033164
Sum925
Variance0.4574755515
MonotonicityNot monotonic
2025-04-09T11:30:47.309210image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5701
95.0%
3 271
 
4.5%
4 28
 
0.5%
ValueCountFrequency (%)
0 5701
95.0%
3 271
 
4.5%
4 28
 
0.5%
ValueCountFrequency (%)
4 28
 
0.5%
3 271
 
4.5%
0 5701
95.0%

컨택건수_이용유도_TM_B0M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.07733333333
Minimum0
Maximum3
Zeros5843
Zeros (%)97.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:47.355991image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.472994196
Coefficient of variation (CV)6.116304259
Kurtosis33.80530037
Mean0.07733333333
Median Absolute Deviation (MAD)0
Skewness5.975167472
Sum464
Variance0.2237235095
MonotonicityNot monotonic
2025-04-09T11:30:47.425093image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5843
97.4%
3 150
 
2.5%
2 7
 
0.1%
ValueCountFrequency (%)
0 5843
97.4%
2 7
 
0.1%
3 150
 
2.5%
ValueCountFrequency (%)
3 150
 
2.5%
2 7
 
0.1%
0 5843
97.4%

컨택건수_보험_TM_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0135
Minimum0
Maximum1
Zeros5919
Zeros (%)98.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:47.478106image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1154121744
Coefficient of variation (CV)8.549049954
Kurtosis69.14636718
Mean0.0135
Median Absolute Deviation (MAD)0
Skewness8.433464205
Sum81
Variance0.01331996999
MonotonicityNot monotonic
2025-04-09T11:30:47.540613image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5919
98.7%
1 81
 
1.4%
ValueCountFrequency (%)
0 5919
98.7%
1 81
 
1.4%
ValueCountFrequency (%)
1 81
 
1.4%
0 5919
98.7%

컨택건수_카드론_LMS_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.002166666667
Minimum0
Maximum1
Zeros5987
Zeros (%)99.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:47.594001image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.04650088828
Coefficient of variation (CV)21.46194844
Kurtosis456.9223125
Mean0.002166666667
Median Absolute Deviation (MAD)0
Skewness21.41891699
Sum13
Variance0.002162332611
MonotonicityNot monotonic
2025-04-09T11:30:47.640877image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5987
99.8%
1 13
 
0.2%
ValueCountFrequency (%)
0 5987
99.8%
1 13
 
0.2%
ValueCountFrequency (%)
1 13
 
0.2%
0 5987
99.8%

컨택건수_이용유도_LMS_B0M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.666
Minimum0
Maximum3
Zeros4050
Zeros (%)67.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:47.694264image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile2
Maximum3
Range3
Interquartile range (IQR)2

Descriptive statistics

Standard deviation0.9701894375
Coefficient of variation (CV)1.456740897
Kurtosis-1.147550247
Mean0.666
Median Absolute Deviation (MAD)0
Skewness0.8285418071
Sum3996
Variance0.9412675446
MonotonicityNot monotonic
2025-04-09T11:30:47.756764image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 4050
67.5%
2 1826
30.4%
3 110
 
1.8%
1 14
 
0.2%
ValueCountFrequency (%)
0 4050
67.5%
1 14
 
0.2%
2 1826
30.4%
3 110
 
1.8%
ValueCountFrequency (%)
3 110
 
1.8%
2 1826
30.4%
1 14
 
0.2%
0 4050
67.5%

컨택건수_이용유도_EM_B0M
Real number (ℝ)

Zeros 

Distinct9
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.8685
Minimum0
Maximum13
Zeros4097
Zeros (%)68.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:47.810148image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile13
Maximum13
Range13
Interquartile range (IQR)1

Descriptive statistics

Standard deviation4.085052716
Coefficient of variation (CV)2.186273865
Kurtosis3.001457348
Mean1.8685
Median Absolute Deviation (MAD)0
Skewness2.168856911
Sum11211
Variance16.68765569
MonotonicityNot monotonic
2025-04-09T11:30:47.879155image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
0 4097
68.3%
1 735
 
12.2%
13 633
 
10.5%
2 262
 
4.4%
8 115
 
1.9%
3 85
 
1.4%
7 55
 
0.9%
9 17
 
0.3%
10 1
 
< 0.1%
ValueCountFrequency (%)
0 4097
68.3%
1 735
 
12.2%
2 262
 
4.4%
3 85
 
1.4%
7 55
 
0.9%
ValueCountFrequency (%)
13 633
10.5%
10 1
 
< 0.1%
9 17
 
0.3%
8 115
 
1.9%
7 55
 
0.9%

컨택건수_CA_청구서_B0M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0003333333333
Minimum0
Maximum2
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:47.941834image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.02581988897
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.0003333333333
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum2
Variance0.0006666666667
MonotonicityNot monotonic
2025-04-09T11:30:48.010678image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
2 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
2 1
 
< 0.1%
ValueCountFrequency (%)
2 1
 
< 0.1%
0 5999
> 99.9%

컨택건수_이용유도_청구서_B0M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.329
Minimum0
Maximum2
Zeros4153
Zeros (%)69.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:48.079684image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile1
Maximum2
Range2
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.5129680198
Coefficient of variation (CV)1.559173313
Kurtosis0.3421985112
Mean0.329
Median Absolute Deviation (MAD)0
Skewness1.191261161
Sum1974
Variance0.2631361894
MonotonicityNot monotonic
2025-04-09T11:30:48.142448image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 4153
69.2%
1 1720
28.7%
2 127
 
2.1%
ValueCountFrequency (%)
0 4153
69.2%
1 1720
28.7%
2 127
 
2.1%
ValueCountFrequency (%)
2 127
 
2.1%
1 1720
28.7%
0 4153
69.2%

컨택건수_이용유도_인터넷_B0M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1921666667
Minimum0
Maximum1
Zeros4847
Zeros (%)80.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:48.195537image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3940361865
Coefficient of variation (CV)2.050491864
Kurtosis0.4430641997
Mean0.1921666667
Median Absolute Deviation (MAD)0
Skewness1.562983245
Sum1153
Variance0.1552645163
MonotonicityNot monotonic
2025-04-09T11:30:48.258038image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 4847
80.8%
1 1153
 
19.2%
ValueCountFrequency (%)
0 4847
80.8%
1 1153
 
19.2%
ValueCountFrequency (%)
1 1153
 
19.2%
0 4847
80.8%

컨택건수_카드론_TM_R6M
Real number (ℝ)

Zeros 

Distinct21
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.847666667
Minimum0
Maximum21
Zeros4563
Zeros (%)76.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:48.326664image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile10
Maximum21
Range21
Interquartile range (IQR)0

Descriptive statistics

Standard deviation3.678230932
Coefficient of variation (CV)1.990743784
Kurtosis3.210919892
Mean1.847666667
Median Absolute Deviation (MAD)0
Skewness1.990017338
Sum11086
Variance13.52938279
MonotonicityNot monotonic
2025-04-09T11:30:48.395660image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=21)
ValueCountFrequency (%)
0 4563
76.0%
6 274
 
4.6%
5 191
 
3.2%
7 190
 
3.2%
4 126
 
2.1%
9 110
 
1.8%
8 104
 
1.7%
10 86
 
1.4%
3 72
 
1.2%
12 62
 
1.0%
Other values (11) 222
 
3.7%
ValueCountFrequency (%)
0 4563
76.0%
2 2
 
< 0.1%
3 72
 
1.2%
4 126
 
2.1%
5 191
 
3.2%
ValueCountFrequency (%)
21 1
 
< 0.1%
20 1
 
< 0.1%
19 2
 
< 0.1%
18 8
0.1%
17 2
 
< 0.1%

컨택건수_CA_TM_R6M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.001333333333
Minimum0
Maximum2
Zeros5996
Zeros (%)99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:48.442569image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.05162686424
Coefficient of variation (CV)38.72014818
Kurtosis1496.24825
Mean0.001333333333
Median Absolute Deviation (MAD)0
Skewness38.70076873
Sum8
Variance0.002665333111
MonotonicityNot monotonic
2025-04-09T11:30:48.511817image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5996
99.9%
2 4
 
0.1%
ValueCountFrequency (%)
0 5996
99.9%
2 4
 
0.1%
ValueCountFrequency (%)
2 4
 
0.1%
0 5996
99.9%

컨택건수_리볼빙_TM_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.042
Minimum0
Maximum2
Zeros5874
Zeros (%)97.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:48.580358image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2867920994
Coefficient of variation (CV)6.828383319
Kurtosis42.67705383
Mean0.042
Median Absolute Deviation (MAD)0
Skewness6.683025382
Sum252
Variance0.08224970828
MonotonicityNot monotonic
2025-04-09T11:30:48.642882image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5874
97.9%
2 126
 
2.1%
ValueCountFrequency (%)
0 5874
97.9%
2 126
 
2.1%
ValueCountFrequency (%)
2 126
 
2.1%
0 5874
97.9%

컨택건수_이용유도_TM_R6M
Real number (ℝ)

Zeros 

Distinct15
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.159
Minimum0
Maximum18
Zeros3855
Zeros (%)64.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:48.711949image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q32
95-th percentile5
Maximum18
Range18
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.960703886
Coefficient of variation (CV)1.69172035
Kurtosis9.811039896
Mean1.159
Median Absolute Deviation (MAD)0
Skewness2.467323587
Sum6954
Variance3.844359727
MonotonicityNot monotonic
2025-04-09T11:30:48.774448image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=15)
ValueCountFrequency (%)
0 3855
64.2%
2 780
 
13.0%
3 597
 
10.0%
4 216
 
3.6%
1 161
 
2.7%
5 147
 
2.5%
6 99
 
1.7%
7 70
 
1.2%
9 29
 
0.5%
8 25
 
0.4%
Other values (5) 21
 
0.4%
ValueCountFrequency (%)
0 3855
64.2%
1 161
 
2.7%
2 780
 
13.0%
3 597
 
10.0%
4 216
 
3.6%
ValueCountFrequency (%)
18 5
0.1%
15 8
0.1%
12 3
 
0.1%
11 2
 
< 0.1%
10 3
 
0.1%

컨택건수_신용발급_TM_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.007
Minimum0
Maximum1
Zeros5958
Zeros (%)99.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:48.827849image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.08337960598
Coefficient of variation (CV)11.91137228
Kurtosis137.9801487
Mean0.007
Median Absolute Deviation (MAD)0
Skewness11.8293768
Sum42
Variance0.006952158693
MonotonicityNot monotonic
2025-04-09T11:30:48.896909image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5958
99.3%
1 42
 
0.7%
ValueCountFrequency (%)
0 5958
99.3%
1 42
 
0.7%
ValueCountFrequency (%)
1 42
 
0.7%
0 5958
99.3%

컨택건수_부대서비스_TM_R6M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.04816666667
Minimum0
Maximum3
Zeros5856
Zeros (%)97.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:48.943802image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3074557861
Coefficient of variation (CV)6.383165109
Kurtosis37.1721739
Mean0.04816666667
Median Absolute Deviation (MAD)0
Skewness6.24454863
Sum289
Variance0.0945290604
MonotonicityNot monotonic
2025-04-09T11:30:49.012466image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5856
97.6%
2 143
 
2.4%
3 1
 
< 0.1%
ValueCountFrequency (%)
0 5856
97.6%
2 143
 
2.4%
3 1
 
< 0.1%
ValueCountFrequency (%)
3 1
 
< 0.1%
2 143
 
2.4%
0 5856
97.6%

컨택건수_포인트소진_TM_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.007833333333
Minimum0
Maximum1
Zeros5953
Zeros (%)99.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:49.081067image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.0881661373
Coefficient of variation (CV)11.25525157
Kurtosis122.7707546
Mean0.007833333333
Median Absolute Deviation (MAD)0
Skewness11.16825103
Sum47
Variance0.007773267767
MonotonicityNot monotonic
2025-04-09T11:30:49.143578image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5953
99.2%
1 47
 
0.8%
ValueCountFrequency (%)
0 5953
99.2%
1 47
 
0.8%
ValueCountFrequency (%)
1 47
 
0.8%
0 5953
99.2%

컨택건수_보험_TM_R6M
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5126666667
Minimum0
Maximum4
Zeros4423
Zeros (%)73.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:49.196968image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile3
Maximum4
Range4
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.9439216353
Coefficient of variation (CV)1.841199549
Kurtosis1.169587138
Mean0.5126666667
Median Absolute Deviation (MAD)0
Skewness1.614095646
Sum3076
Variance0.8909880536
MonotonicityNot monotonic
2025-04-09T11:30:49.259492image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
0 4423
73.7%
2 657
 
10.9%
1 500
 
8.3%
3 418
 
7.0%
4 2
 
< 0.1%
ValueCountFrequency (%)
0 4423
73.7%
1 500
 
8.3%
2 657
 
10.9%
3 418
 
7.0%
4 2
 
< 0.1%
ValueCountFrequency (%)
4 2
 
< 0.1%
3 418
 
7.0%
2 657
 
10.9%
1 500
 
8.3%
0 4423
73.7%

컨택건수_카드론_LMS_R6M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.09366666667
Minimum0
Maximum5
Zeros5457
Zeros (%)91.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:49.313115image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3053556875
Coefficient of variation (CV)3.260025134
Kurtosis18.75488003
Mean0.09366666667
Median Absolute Deviation (MAD)0
Skewness3.571897084
Sum562
Variance0.0932420959
MonotonicityNot monotonic
2025-04-09T11:30:49.382002image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5457
91.0%
1 527
 
8.8%
2 15
 
0.2%
5 1
 
< 0.1%
ValueCountFrequency (%)
0 5457
91.0%
1 527
 
8.8%
2 15
 
0.2%
5 1
 
< 0.1%
ValueCountFrequency (%)
5 1
 
< 0.1%
2 15
 
0.2%
1 527
 
8.8%
0 5457
91.0%

컨택건수_CA_LMS_R6M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2785
Minimum0
Maximum2
Zeros5164
Zeros (%)86.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:49.444534image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6923517713
Coefficient of variation (CV)2.486002769
Kurtosis2.346786033
Mean0.2785
Median Absolute Deviation (MAD)0
Skewness2.084533087
Sum1671
Variance0.4793509752
MonotonicityNot monotonic
2025-04-09T11:30:49.498007image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5164
86.1%
2 835
 
13.9%
1 1
 
< 0.1%
ValueCountFrequency (%)
0 5164
86.1%
1 1
 
< 0.1%
2 835
 
13.9%
ValueCountFrequency (%)
2 835
 
13.9%
1 1
 
< 0.1%
0 5164
86.1%

컨택건수_리볼빙_LMS_R6M
Real number (ℝ)

Skewed  Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0025
Minimum0
Maximum2
Zeros5987
Zeros (%)99.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:49.560590image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.05622226864
Coefficient of variation (CV)22.48890745
Kurtosis710.6105386
Mean0.0025
Median Absolute Deviation (MAD)0
Skewness25.20051671
Sum15
Variance0.003160943491
MonotonicityNot monotonic
2025-04-09T11:30:49.629296image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5987
99.8%
1 11
 
0.2%
2 2
 
< 0.1%
ValueCountFrequency (%)
0 5987
99.8%
1 11
 
0.2%
2 2
 
< 0.1%
ValueCountFrequency (%)
2 2
 
< 0.1%
1 11
 
0.2%
0 5987
99.8%

컨택건수_이용유도_LMS_R6M
Real number (ℝ)

Zeros 

Distinct19
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.565333333
Minimum0
Maximum18
Zeros2773
Zeros (%)46.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:49.698268image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median2
Q36
95-th percentile12
Maximum18
Range18
Interquartile range (IQR)6

Descriptive statistics

Standard deviation4.327453373
Coefficient of variation (CV)1.213758426
Kurtosis-0.1136702315
Mean3.565333333
Median Absolute Deviation (MAD)2
Skewness0.9958164516
Sum21392
Variance18.7268527
MonotonicityNot monotonic
2025-04-09T11:30:49.782920image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=19)
ValueCountFrequency (%)
0 2773
46.2%
4 347
 
5.8%
6 321
 
5.3%
3 313
 
5.2%
2 291
 
4.9%
5 290
 
4.8%
7 258
 
4.3%
12 257
 
4.3%
8 243
 
4.0%
10 198
 
3.3%
Other values (9) 709
 
11.8%
ValueCountFrequency (%)
0 2773
46.2%
1 191
 
3.2%
2 291
 
4.9%
3 313
 
5.2%
4 347
 
5.8%
ValueCountFrequency (%)
18 10
 
0.2%
17 14
 
0.2%
16 15
 
0.2%
15 37
0.6%
14 57
0.9%

컨택건수_카드론_EM_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0115
Minimum0
Maximum1
Zeros5931
Zeros (%)98.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:49.845450image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1
Range1
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1066285372
Coefficient of variation (CV)9.272046711
Kurtosis82.037504
Mean0.0115
Median Absolute Deviation (MAD)0
Skewness9.165705552
Sum69
Variance0.01136964494
MonotonicityNot monotonic
2025-04-09T11:30:49.898843image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5931
98.9%
1 69
 
1.1%
ValueCountFrequency (%)
0 5931
98.9%
1 69
 
1.1%
ValueCountFrequency (%)
1 69
 
1.1%
0 5931
98.9%

컨택건수_이용유도_EM_R6M
Real number (ℝ)

Zeros 

Distinct75
Distinct (%)1.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.933
Minimum0
Maximum78
Zeros1568
Zeros (%)26.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:49.983525image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median4
Q313
95-th percentile61
Maximum78
Range78
Interquartile range (IQR)13

Descriptive statistics

Standard deviation19.88860906
Coefficient of variation (CV)1.537818686
Kurtosis1.689924052
Mean12.933
Median Absolute Deviation (MAD)4
Skewness1.726084549
Sum77598
Variance395.5567705
MonotonicityNot monotonic
2025-04-09T11:30:50.061748image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1568
26.1%
1 529
 
8.8%
2 415
 
6.9%
3 414
 
6.9%
4 370
 
6.2%
5 289
 
4.8%
6 243
 
4.0%
7 190
 
3.2%
8 120
 
2.0%
9 107
 
1.8%
Other values (65) 1755
29.2%
ValueCountFrequency (%)
0 1568
26.1%
1 529
 
8.8%
2 415
 
6.9%
3 414
 
6.9%
4 370
 
6.2%
ValueCountFrequency (%)
78 57
0.9%
74 3
 
0.1%
73 15
 
0.2%
72 1
 
< 0.1%
70 2
 
< 0.1%

컨택건수_카드론_청구서_R6M
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08416666667
Minimum0
Maximum2
Zeros5742
Zeros (%)95.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:50.130792image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3993025745
Coefficient of variation (CV)4.744189004
Kurtosis18.89230436
Mean0.08416666667
Median Absolute Deviation (MAD)0
Skewness4.562308539
Sum505
Variance0.159442546
MonotonicityNot monotonic
2025-04-09T11:30:50.184085image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5742
95.7%
2 247
 
4.1%
1 11
 
0.2%
ValueCountFrequency (%)
0 5742
95.7%
1 11
 
0.2%
2 247
 
4.1%
ValueCountFrequency (%)
2 247
 
4.1%
1 11
 
0.2%
0 5742
95.7%

컨택건수_CA_청구서_R6M
Real number (ℝ)

Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2006666667
Minimum0
Maximum2
Zeros5398
Zeros (%)90.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:50.262217image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum2
Range2
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6009379419
Coefficient of variation (CV)2.994707351
Kurtosis5.083535319
Mean0.2006666667
Median Absolute Deviation (MAD)0
Skewness2.661172846
Sum1204
Variance0.36112641
MonotonicityNot monotonic
2025-04-09T11:30:50.315607image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5398
90.0%
2 602
 
10.0%
ValueCountFrequency (%)
0 5398
90.0%
2 602
 
10.0%
ValueCountFrequency (%)
2 602
 
10.0%
0 5398
90.0%

컨택건수_이용유도_청구서_R6M
Real number (ℝ)

Zeros 

Distinct11
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.903666667
Minimum0
Maximum12
Zeros2754
Zeros (%)45.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:50.384674image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q34
95-th percentile5
Maximum12
Range12
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.284933998
Coefficient of variation (CV)1.20028051
Kurtosis1.351394778
Mean1.903666667
Median Absolute Deviation (MAD)1
Skewness1.150597944
Sum11422
Variance5.220923376
MonotonicityNot monotonic
2025-04-09T11:30:50.447196image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%)
0 2754
45.9%
4 915
 
15.2%
5 771
 
12.8%
1 702
 
11.7%
2 465
 
7.8%
3 162
 
2.7%
6 147
 
2.5%
11 61
 
1.0%
10 14
 
0.2%
12 6
 
0.1%
ValueCountFrequency (%)
0 2754
45.9%
1 702
 
11.7%
2 465
 
7.8%
3 162
 
2.7%
4 915
 
15.2%
ValueCountFrequency (%)
12 6
 
0.1%
11 61
1.0%
10 14
 
0.2%
8 3
 
0.1%
6 147
2.5%

컨택건수_이용유도_인터넷_R6M
Real number (ℝ)

Zeros 

Distinct9
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.3455
Minimum0
Maximum8
Zeros1953
Zeros (%)32.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:50.515845image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median2
Q34
95-th percentile6
Maximum8
Range8
Interquartile range (IQR)4

Descriptive statistics

Standard deviation2.049917912
Coefficient of variation (CV)0.8739790712
Kurtosis-0.9340748329
Mean2.3455
Median Absolute Deviation (MAD)2
Skewness0.3446591982
Sum14073
Variance4.202163444
MonotonicityNot monotonic
2025-04-09T11:30:50.582942image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=9)
ValueCountFrequency (%)
0 1953
32.6%
3 1050
17.5%
4 861
14.3%
2 817
13.6%
5 540
 
9.0%
1 334
 
5.6%
6 322
 
5.4%
7 105
 
1.8%
8 18
 
0.3%
ValueCountFrequency (%)
0 1953
32.6%
1 334
 
5.6%
2 817
13.6%
3 1050
17.5%
4 861
14.3%
ValueCountFrequency (%)
8 18
 
0.3%
7 105
 
1.8%
6 322
 
5.4%
5 540
9.0%
4 861
14.3%

컨택건수_이용유도_당사앱_R6M
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0005
Minimum0
Maximum3
Zeros5999
Zeros (%)> 99.9%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:50.625647image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum3
Range3
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.03872983346
Coefficient of variation (CV)77.45966692
Kurtosis6000
Mean0.0005
Median Absolute Deviation (MAD)0
Skewness77.45966692
Sum3
Variance0.0015
MonotonicityNot monotonic
2025-04-09T11:30:50.685137image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5999
> 99.9%
3 1
 
< 0.1%
ValueCountFrequency (%)
0 5999
> 99.9%
3 1
 
< 0.1%
ValueCountFrequency (%)
3 1
 
< 0.1%
0 5999
> 99.9%

컨택건수_채권_B0M
Real number (ℝ)

Zeros 

Distinct4
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.02916666667
Minimum0
Maximum6
Zeros5965
Zeros (%)99.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:50.747670image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3825445886
Coefficient of variation (CV)13.11581447
Kurtosis172.8012168
Mean0.02916666667
Median Absolute Deviation (MAD)0
Skewness13.15978864
Sum175
Variance0.1463403623
MonotonicityNot monotonic
2025-04-09T11:30:50.800844image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=4)
ValueCountFrequency (%)
0 5965
99.4%
5 27
 
0.4%
6 4
 
0.1%
4 4
 
0.1%
ValueCountFrequency (%)
0 5965
99.4%
4 4
 
0.1%
5 27
 
0.4%
6 4
 
0.1%
ValueCountFrequency (%)
6 4
 
0.1%
5 27
 
0.4%
4 4
 
0.1%
0 5965
99.4%

컨택건수_채권_R6M
Real number (ℝ)

Zeros 

Distinct24
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3858333333
Minimum0
Maximum28
Zeros5676
Zeros (%)94.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:50.863348image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile4
Maximum28
Range28
Interquartile range (IQR)0

Descriptive statistics

Standard deviation1.870262625
Coefficient of variation (CV)4.847332937
Kurtosis59.47529113
Mean0.3858333333
Median Absolute Deviation (MAD)0
Skewness6.696492039
Sum2315
Variance3.497882286
MonotonicityNot monotonic
2025-04-09T11:30:50.916433image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=24)
ValueCountFrequency (%)
0 5676
94.6%
5 84
 
1.4%
6 55
 
0.9%
4 51
 
0.9%
7 30
 
0.5%
8 23
 
0.4%
9 16
 
0.3%
10 10
 
0.2%
11 10
 
0.2%
12 9
 
0.1%
Other values (14) 36
 
0.6%
ValueCountFrequency (%)
0 5676
94.6%
2 1
 
< 0.1%
3 8
 
0.1%
4 51
 
0.9%
5 84
 
1.4%
ValueCountFrequency (%)
28 1
 
< 0.1%
27 1
 
< 0.1%
26 1
 
< 0.1%
25 3
0.1%
22 1
 
< 0.1%

캠페인접촉건수_R12M
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.228833333
Minimum0
Maximum4
Zeros323
Zeros (%)5.4%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:50.985443image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12
median2
Q32
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.9650339479
Coefficient of variation (CV)0.4329771695
Kurtosis0.6396411176
Mean2.228833333
Median Absolute Deviation (MAD)0
Skewness0.3380092525
Sum13373
Variance0.9312905206
MonotonicityNot monotonic
2025-04-09T11:30:51.047951image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
2 4215
70.2%
4 1049
 
17.5%
0 323
 
5.4%
1 246
 
4.1%
3 167
 
2.8%
ValueCountFrequency (%)
0 323
 
5.4%
1 246
 
4.1%
2 4215
70.2%
3 167
 
2.8%
4 1049
 
17.5%
ValueCountFrequency (%)
4 1049
 
17.5%
3 167
 
2.8%
2 4215
70.2%
1 246
 
4.1%
0 323
 
5.4%

캠페인접촉일수_R12M
Real number (ℝ)

Zeros 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.202833333
Minimum0
Maximum4
Zeros327
Zeros (%)5.5%
Negative0
Negative (%)0.0%
Memory size23.6 KiB
2025-04-09T11:30:51.117067image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12
median2
Q32
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.9596069229
Coefficient of variation (CV)0.4356239341
Kurtosis0.74510054
Mean2.202833333
Median Absolute Deviation (MAD)0
Skewness0.3818437684
Sum13217
Variance0.9208454465
MonotonicityNot monotonic
2025-04-09T11:30:51.185975image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%)
2 4300
71.7%
4 1030
 
17.2%
0 327
 
5.5%
1 266
 
4.4%
3 77
 
1.3%
ValueCountFrequency (%)
0 327
 
5.5%
1 266
 
4.4%
2 4300
71.7%
3 77
 
1.3%
4 1030
 
17.2%
ValueCountFrequency (%)
4 1030
 
17.2%
3 77
 
1.3%
2 4300
71.7%
1 266
 
4.4%
0 327
 
5.5%

증감율_이용건수_신용_전월
Real number (ℝ)

Zeros 

Distinct3856
Distinct (%)64.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.02318362002
Minimum-1.999996
Maximum1.999996
Zeros2017
Zeros (%)33.6%
Negative2373
Negative (%)39.6%
Memory size47.0 KiB
2025-04-09T11:30:51.248506image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-0.250966397
Q1-0.0711910725
median0
Q30.00878517
95-th percentile0.2183181215
Maximum1.999996
Range3.999992
Interquartile range (IQR)0.0799762425

Descriptive statistics

Standard deviation0.329975389
Coefficient of variation (CV)-14.23312617
Kurtosis27.55130589
Mean-0.02318362002
Median Absolute Deviation (MAD)0.04322422
Skewness-0.8649254031
Sum-139.1017201
Variance0.1088837573
MonotonicityNot monotonic
2025-04-09T11:30:51.348803image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2017
33.6%
-1.999996 78
 
1.3%
1.999996 52
 
0.9%
-0.02705772 1
 
< 0.1%
-0.18393584 1
 
< 0.1%
0.45089114 1
 
< 0.1%
-0.25530975 1
 
< 0.1%
0.0783194 1
 
< 0.1%
0.02780206 1
 
< 0.1%
-0.07761782 1
 
< 0.1%
Other values (3846) 3846
64.1%
ValueCountFrequency (%)
-1.999996 78
1.3%
-1.99997162 1
 
< 0.1%
-1.99993694 1
 
< 0.1%
-1.99977363 1
 
< 0.1%
-1.99970214 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 52
0.9%
1.27395122 1
 
< 0.1%
1.05263937 1
 
< 0.1%
1.04956667 1
 
< 0.1%
1.01768711 1
 
< 0.1%

증감율_이용건수_신판_전월
Real number (ℝ)

Zeros 

Distinct3850
Distinct (%)64.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.02056541647
Minimum-1.999996
Maximum1.999996
Zeros2023
Zeros (%)33.7%
Negative2367
Negative (%)39.5%
Memory size47.0 KiB
2025-04-09T11:30:51.433413image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-0.246909217
Q1-0.07063754
median0
Q30.00878517
95-th percentile0.218712157
Maximum1.999996
Range3.999992
Interquartile range (IQR)0.07942271

Descriptive statistics

Standard deviation0.3250611958
Coefficient of variation (CV)-15.80620535
Kurtosis28.34517503
Mean-0.02056541647
Median Absolute Deviation (MAD)0.043065
Skewness-0.6623484656
Sum-123.3924988
Variance0.105664781
MonotonicityNot monotonic
2025-04-09T11:30:51.518032image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2023
33.7%
-1.999996 77
 
1.3%
1.999996 53
 
0.9%
0.0783194 1
 
< 0.1%
0.00120075 1
 
< 0.1%
0.19416024 1
 
< 0.1%
-0.18393584 1
 
< 0.1%
0.45089114 1
 
< 0.1%
-0.25530975 1
 
< 0.1%
0.02780206 1
 
< 0.1%
Other values (3840) 3840
64.0%
ValueCountFrequency (%)
-1.999996 77
1.3%
-0.8357385 1
 
< 0.1%
-0.69590636 1
 
< 0.1%
-0.67727914 1
 
< 0.1%
-0.66854894 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 53
0.9%
1.27395122 1
 
< 0.1%
1.05263937 1
 
< 0.1%
1.04956667 1
 
< 0.1%
1.01768711 1
 
< 0.1%

증감율_이용건수_일시불_전월
Real number (ℝ)

Zeros 

Distinct3848
Distinct (%)64.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.01413186187
Minimum-1.999996
Maximum1.999996
Zeros2035
Zeros (%)33.9%
Negative2323
Negative (%)38.7%
Memory size47.0 KiB
2025-04-09T11:30:51.602706image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-0.235414973
Q1-0.066030365
median0
Q30.0122029
95-th percentile0.218506538
Maximum1.999996
Range3.999992
Interquartile range (IQR)0.078233265

Descriptive statistics

Standard deviation0.3136736573
Coefficient of variation (CV)-22.19620175
Kurtosis30.52012602
Mean-0.01413186187
Median Absolute Deviation (MAD)0.04143453
Skewness-0.2094707595
Sum-84.79117124
Variance0.09839116328
MonotonicityNot monotonic
2025-04-09T11:30:51.687540image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2035
33.9%
-1.999996 65
 
1.1%
1.999996 55
 
0.9%
-0.25530975 1
 
< 0.1%
-0.05802221 1
 
< 0.1%
0.00120075 1
 
< 0.1%
0.19416024 1
 
< 0.1%
-0.18393584 1
 
< 0.1%
0.45089114 1
 
< 0.1%
0.0783194 1
 
< 0.1%
Other values (3838) 3838
64.0%
ValueCountFrequency (%)
-1.999996 65
1.1%
-0.73926773 1
 
< 0.1%
-0.69590636 1
 
< 0.1%
-0.67727914 1
 
< 0.1%
-0.66854894 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 55
0.9%
1.216695 1
 
< 0.1%
1.05263937 1
 
< 0.1%
1.04956667 1
 
< 0.1%
1.04908232 1
 
< 0.1%

증감율_이용건수_할부_전월
Real number (ℝ)

Zeros 

Distinct129
Distinct (%)2.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.07781966598
Minimum-1.999996
Maximum1.999996
Zeros5521
Zeros (%)92.0%
Negative401
Negative (%)6.7%
Memory size47.0 KiB
2025-04-09T11:30:51.765673image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-0.5863669355
Q10
median0
Q30
95-th percentile0
Maximum1.999996
Range3.999992
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4861611637
Coefficient of variation (CV)-6.247278983
Kurtosis12.57903587
Mean-0.07781966598
Median Absolute Deviation (MAD)0
Skewness-1.838087815
Sum-466.9179959
Variance0.2363526771
MonotonicityNot monotonic
2025-04-09T11:30:51.850500image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5521
92.0%
-1.999996 275
 
4.6%
1.999996 78
 
1.3%
-0.57408308 1
 
< 0.1%
-0.57462382 1
 
< 0.1%
-0.54879216 1
 
< 0.1%
-0.55431679 1
 
< 0.1%
-0.58488591 1
 
< 0.1%
-0.57773375 1
 
< 0.1%
-0.57692279 1
 
< 0.1%
Other values (119) 119
 
2.0%
ValueCountFrequency (%)
-1.999996 275
4.6%
-0.62946032 1
 
< 0.1%
-0.61382726 1
 
< 0.1%
-0.61223541 1
 
< 0.1%
-0.60565651 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 78
 
1.3%
0 5521
92.0%
-0.54879216 1
 
< 0.1%
-0.54933139 1
 
< 0.1%
-0.55089947 1
 
< 0.1%

증감율_이용건수_CA_전월
Real number (ℝ)

Zeros 

Distinct36
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.01233237312
Minimum-1.999996
Maximum1.999996
Zeros5949
Zeros (%)99.2%
Negative44
Negative (%)0.7%
Memory size47.0 KiB
2025-04-09T11:30:51.919118image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1.999996
Range3.999992
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1839781996
Coefficient of variation (CV)-14.91831279
Kurtosis113.7052661
Mean-0.01233237312
Median Absolute Deviation (MAD)0
Skewness-7.722767274
Sum-73.9942387
Variance0.03384797794
MonotonicityNot monotonic
2025-04-09T11:30:52.003538image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=36)
ValueCountFrequency (%)
0 5949
99.2%
-1.999996 15
 
0.2%
1.999996 3
 
0.1%
-1.9990736 1
 
< 0.1%
-1.9990267 1
 
< 0.1%
-1.99970214 1
 
< 0.1%
-1.99960654 1
 
< 0.1%
1.99994651 1
 
< 0.1%
-1.99968997 1
 
< 0.1%
-1.9992968 1
 
< 0.1%
Other values (26) 26
 
0.4%
ValueCountFrequency (%)
-1.999996 15
0.2%
-1.99999097 1
 
< 0.1%
-1.99998843 1
 
< 0.1%
-1.99997376 1
 
< 0.1%
-1.99997162 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 3
0.1%
1.99996241 1
 
< 0.1%
1.99994651 1
 
< 0.1%
1.9998943 1
 
< 0.1%
1.99890687 1
 
< 0.1%

증감율_이용건수_체크_전월
Real number (ℝ)

Zeros 

Distinct945
Distinct (%)15.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.02067158345
Minimum-0.80222056
Maximum0.3404037
Zeros5056
Zeros (%)84.3%
Negative810
Negative (%)13.5%
Memory size47.0 KiB
2025-04-09T11:30:52.065940image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-0.80222056
5-th percentile-0.179149819
Q10
median0
Q30
95-th percentile0
Maximum0.3404037
Range1.14262426
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.07396871467
Coefficient of variation (CV)-3.578280051
Kurtosis21.13111721
Mean-0.02067158345
Median Absolute Deviation (MAD)0
Skewness-3.699917341
Sum-124.0295007
Variance0.00547137075
MonotonicityNot monotonic
2025-04-09T11:30:52.150271image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5056
84.3%
-0.22651117 1
 
< 0.1%
-0.16387727 1
 
< 0.1%
-0.13019999 1
 
< 0.1%
0.0753979 1
 
< 0.1%
-0.09669113 1
 
< 0.1%
-0.01068366 1
 
< 0.1%
0.05712694 1
 
< 0.1%
-0.17642255 1
 
< 0.1%
-0.10731945 1
 
< 0.1%
Other values (935) 935
 
15.6%
ValueCountFrequency (%)
-0.80222056 1
< 0.1%
-0.78392783 1
< 0.1%
-0.77713269 1
< 0.1%
-0.67606286 1
< 0.1%
-0.66435484 1
< 0.1%
ValueCountFrequency (%)
0.3404037 1
< 0.1%
0.33653948 1
< 0.1%
0.32302381 1
< 0.1%
0.32016772 1
< 0.1%
0.30454032 1
< 0.1%

증감율_이용건수_카드론_전월
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.003999992
Minimum-1.999996
Maximum0
Zeros5988
Zeros (%)99.8%
Negative12
Negative (%)0.2%
Memory size47.0 KiB
2025-04-09T11:30:52.219073image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum0
Range1.999996
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.08936049993
Coefficient of variation (CV)-22.34016966
Kurtosis495.415754
Mean-0.003999992
Median Absolute Deviation (MAD)0
Skewness-22.29911692
Sum-23.999952
Variance0.007985298947
MonotonicityNot monotonic
2025-04-09T11:30:52.281469image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5988
99.8%
-1.999996 12
 
0.2%
ValueCountFrequency (%)
-1.999996 12
 
0.2%
0 5988
99.8%
ValueCountFrequency (%)
0 5988
99.8%
-1.999996 12
 
0.2%

증감율_이용금액_신용_전월
Real number (ℝ)

Distinct5940
Distinct (%)99.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.07912657724
Minimum-2.00328236
Maximum2.0012951
Zeros0
Zeros (%)0.0%
Negative1398
Negative (%)23.3%
Memory size47.0 KiB
2025-04-09T11:30:52.350671image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-2.00328236
5-th percentile-0.877875267
Q11.0105 × 10-5
median0.19446532
Q30.2570585475
95-th percentile0.3491308155
Maximum2.0012951
Range4.00457746
Interquartile range (IQR)0.2570484425

Descriptive statistics

Standard deviation0.5062620731
Coefficient of variation (CV)6.398129311
Kurtosis9.330373925
Mean0.07912657724
Median Absolute Deviation (MAD)0.14028972
Skewness-1.366136223
Sum474.7594634
Variance0.2563012867
MonotonicityNot monotonic
2025-04-09T11:30:52.435012image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
9.58 × 10-63
 
0.1%
3.37 × 10-53
 
0.1%
5.17 × 10-53
 
0.1%
2.323 × 10-52
 
< 0.1%
3.591 × 10-52
 
< 0.1%
4.97 × 10-62
 
< 0.1%
5.46 × 10-62
 
< 0.1%
9.71 × 10-62
 
< 0.1%
2.423 × 10-52
 
< 0.1%
0.00012398 2
 
< 0.1%
Other values (5930) 5977
99.6%
ValueCountFrequency (%)
-2.00328236 1
< 0.1%
-2.00245905 1
< 0.1%
-2.00143473 1
< 0.1%
-2.00143302 1
< 0.1%
-2.00141894 1
< 0.1%
ValueCountFrequency (%)
2.0012951 1
< 0.1%
2.00127835 1
< 0.1%
2.00127687 1
< 0.1%
2.00115846 1
< 0.1%
2.00112105 1
< 0.1%

증감율_이용금액_신판_전월
Real number (ℝ)

Distinct5940
Distinct (%)99.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.08880276447
Minimum-2.00328236
Maximum2.0012951
Zeros0
Zeros (%)0.0%
Negative1292
Negative (%)21.5%
Memory size47.0 KiB
2025-04-09T11:30:52.519149image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-2.00328236
5-th percentile-0.8709899085
Q12.08725 × 10-5
median0.200527965
Q30.2590700375
95-th percentile0.3499604395
Maximum2.0012951
Range4.00457746
Interquartile range (IQR)0.259049165

Descriptive statistics

Standard deviation0.498478212
Coefficient of variation (CV)5.613318628
Kurtosis9.770528519
Mean0.08880276447
Median Absolute Deviation (MAD)0.1207101
Skewness-1.424136897
Sum532.8165868
Variance0.2484805279
MonotonicityNot monotonic
2025-04-09T11:30:52.603785image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
3.37 × 10-53
 
0.1%
5.17 × 10-53
 
0.1%
9.58 × 10-63
 
0.1%
2.323 × 10-52
 
< 0.1%
0.00012398 2
 
< 0.1%
-9.87 × 10-62
 
< 0.1%
5.389 × 10-52
 
< 0.1%
4.97 × 10-62
 
< 0.1%
5.46 × 10-62
 
< 0.1%
9.71 × 10-62
 
< 0.1%
Other values (5930) 5977
99.6%
ValueCountFrequency (%)
-2.00328236 1
< 0.1%
-2.00245905 1
< 0.1%
-2.00143473 1
< 0.1%
-2.00143302 1
< 0.1%
-2.00141894 1
< 0.1%
ValueCountFrequency (%)
2.0012951 1
< 0.1%
2.00127835 1
< 0.1%
2.00127687 1
< 0.1%
2.00124161 1
< 0.1%
2.00115846 1
< 0.1%

증감율_이용금액_일시불_전월
Real number (ℝ)

Distinct5938
Distinct (%)99.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.09284764395
Minimum-2.00328236
Maximum2.00139751
Zeros0
Zeros (%)0.0%
Negative1261
Negative (%)21.0%
Memory size47.0 KiB
2025-04-09T11:30:52.704090image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-2.00328236
5-th percentile-0.8289471225
Q12.36225 × 10-5
median0.198201325
Q30.2536039275
95-th percentile0.3366090935
Maximum2.00139751
Range4.00467987
Interquartile range (IQR)0.253580305

Descriptive statistics

Standard deviation0.4820271981
Coefficient of variation (CV)5.191593213
Kurtosis10.9443613
Mean0.09284764395
Median Absolute Deviation (MAD)0.112543405
Skewness-1.485063283
Sum557.0858637
Variance0.2323502197
MonotonicityNot monotonic
2025-04-09T11:30:52.788741image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
9.58 × 10-63
 
0.1%
5.17 × 10-53
 
0.1%
3.37 × 10-53
 
0.1%
5.29 × 10-62
 
< 0.1%
5.389 × 10-52
 
< 0.1%
-9.87 × 10-62
 
< 0.1%
4.97 × 10-62
 
< 0.1%
3.668 × 10-52
 
< 0.1%
5.46 × 10-62
 
< 0.1%
9.71 × 10-62
 
< 0.1%
Other values (5928) 5977
99.6%
ValueCountFrequency (%)
-2.00328236 1
< 0.1%
-2.00245905 1
< 0.1%
-2.00143473 1
< 0.1%
-2.00143302 1
< 0.1%
-2.00133989 1
< 0.1%
ValueCountFrequency (%)
2.00139751 1
< 0.1%
2.0012951 1
< 0.1%
2.00127835 1
< 0.1%
2.00127687 1
< 0.1%
2.00124161 1
< 0.1%

증감율_이용금액_할부_전월
Real number (ℝ)

Zeros 

Distinct529
Distinct (%)8.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.04300813213
Minimum-1.999996
Maximum1.999996
Zeros5202
Zeros (%)86.7%
Negative594
Negative (%)9.9%
Memory size47.0 KiB
2025-04-09T11:30:52.866891image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-0.1381729455
Q10
median0
Q30
95-th percentile0
Maximum1.999996
Range3.999992
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4252465027
Coefficient of variation (CV)-9.887583617
Kurtosis18.48158682
Mean-0.04300813213
Median Absolute Deviation (MAD)0
Skewness-1.641521851
Sum-258.0487928
Variance0.1808345881
MonotonicityNot monotonic
2025-04-09T11:30:52.951547image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5202
86.7%
-1.999996 192
 
3.2%
1.999996 80
 
1.3%
-0.08601988 1
 
< 0.1%
-0.24810976 1
 
< 0.1%
0.01212237 1
 
< 0.1%
0.02736729 1
 
< 0.1%
-0.10996275 1
 
< 0.1%
-0.40598319 1
 
< 0.1%
-0.16603573 1
 
< 0.1%
Other values (519) 519
 
8.6%
ValueCountFrequency (%)
-1.999996 192
3.2%
-0.550314 1
 
< 0.1%
-0.48233852 1
 
< 0.1%
-0.48110899 1
 
< 0.1%
-0.41206159 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 80
1.3%
0.30855712 1
 
< 0.1%
0.29220037 1
 
< 0.1%
0.2909177 1
 
< 0.1%
0.24409276 1
 
< 0.1%

증감율_이용금액_CA_전월
Real number (ℝ)

Zeros 

Distinct142
Distinct (%)2.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.00669081412
Minimum-1.999996
Maximum1.999996
Zeros5830
Zeros (%)97.2%
Negative111
Negative (%)1.8%
Memory size47.0 KiB
2025-04-09T11:30:53.036168image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1.999996
Range3.999992
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.1439731744
Coefficient of variation (CV)-21.5180353
Kurtosis188.0622187
Mean-0.00669081412
Median Absolute Deviation (MAD)0
Skewness-8.357609811
Sum-40.14488472
Variance0.02072827496
MonotonicityNot monotonic
2025-04-09T11:30:53.105178image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5830
97.2%
-1.999996 25
 
0.4%
1.999996 6
 
0.1%
-0.04138389 1
 
< 0.1%
0.00699396 1
 
< 0.1%
0.10104731 1
 
< 0.1%
-0.00279006 1
 
< 0.1%
0.04536701 1
 
< 0.1%
-0.01943311 1
 
< 0.1%
0.05855973 1
 
< 0.1%
Other values (132) 132
 
2.2%
ValueCountFrequency (%)
-1.999996 25
0.4%
-0.31354116 1
 
< 0.1%
-0.29146491 1
 
< 0.1%
-0.19472456 1
 
< 0.1%
-0.16581931 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 6
0.1%
0.13671892 1
 
< 0.1%
0.12642046 1
 
< 0.1%
0.11360166 1
 
< 0.1%
0.10104731 1
 
< 0.1%

증감율_이용금액_체크_전월
Real number (ℝ)

Zeros 

Distinct874
Distinct (%)14.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.005761653003
Minimum-1.999996
Maximum0.30332522
Zeros5115
Zeros (%)85.2%
Negative454
Negative (%)7.6%
Memory size47.0 KiB
2025-04-09T11:30:53.189494image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-0.038220373
Q10
median0
Q30
95-th percentile0.02451255
Maximum0.30332522
Range2.30332122
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.09865676072
Coefficient of variation (CV)-17.12299589
Kurtosis359.4428203
Mean-0.005761653003
Median Absolute Deviation (MAD)0
Skewness-17.93405435
Sum-34.56991802
Variance0.009733156436
MonotonicityNot monotonic
2025-04-09T11:30:53.283250image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5115
85.2%
-1.999996 13
 
0.2%
0.02465515 1
 
< 0.1%
-0.0480843 1
 
< 0.1%
0.03160665 1
 
< 0.1%
-0.01413398 1
 
< 0.1%
0.02644298 1
 
< 0.1%
0.01107842 1
 
< 0.1%
0.02919639 1
 
< 0.1%
0.03670033 1
 
< 0.1%
Other values (864) 864
 
14.4%
ValueCountFrequency (%)
-1.999996 13
0.2%
-0.2763352 1
 
< 0.1%
-0.27626808 1
 
< 0.1%
-0.27303104 1
 
< 0.1%
-0.24792035 1
 
< 0.1%
ValueCountFrequency (%)
0.30332522 1
< 0.1%
0.26309767 1
< 0.1%
0.25143439 1
< 0.1%
0.22032766 1
< 0.1%
0.20359387 1
< 0.1%

증감율_이용금액_카드론_전월
Real number (ℝ)

Skewed  Zeros 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.003999992
Minimum-1.999996
Maximum0
Zeros5988
Zeros (%)99.8%
Negative12
Negative (%)0.2%
Memory size47.0 KiB
2025-04-09T11:30:53.336638image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum0
Range1.999996
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.08936049993
Coefficient of variation (CV)-22.34016966
Kurtosis495.415754
Mean-0.003999992
Median Absolute Deviation (MAD)0
Skewness-22.29911692
Sum-23.999952
Variance0.007985298947
MonotonicityNot monotonic
2025-04-09T11:30:53.405648image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=2)
ValueCountFrequency (%)
0 5988
99.8%
-1.999996 12
 
0.2%
ValueCountFrequency (%)
-1.999996 12
 
0.2%
0 5988
99.8%
ValueCountFrequency (%)
0 5988
99.8%
-1.999996 12
 
0.2%

증감율_이용건수_신용_분기
Real number (ℝ)

Zeros 

Distinct4342
Distinct (%)72.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.07809498595
Minimum-1.999996
Maximum1.999996
Zeros1298
Zeros (%)21.6%
Negative2801
Negative (%)46.7%
Memory size47.0 KiB
2025-04-09T11:30:53.468148image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-1.08128405
Q1-0.241348445
median0
Q30.07368193
95-th percentile0.750297636
Maximum1.999996
Range3.999992
Interquartile range (IQR)0.315030375

Descriptive statistics

Standard deviation0.6091528972
Coefficient of variation (CV)-7.800153746
Kurtosis4.760693894
Mean-0.07809498595
Median Absolute Deviation (MAD)0.168795745
Skewness-0.2414781352
Sum-468.5699157
Variance0.3710672521
MonotonicityNot monotonic
2025-04-09T11:30:53.568431image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1298
 
21.6%
-1.999996 232
 
3.9%
1.999996 131
 
2.2%
0.51749117 1
 
< 0.1%
-0.81800698 1
 
< 0.1%
0.69809484 1
 
< 0.1%
0.47373282 1
 
< 0.1%
-0.73177712 1
 
< 0.1%
-0.29966816 1
 
< 0.1%
-0.10044835 1
 
< 0.1%
Other values (4332) 4332
72.2%
ValueCountFrequency (%)
-1.999996 232
3.9%
-1.81649147 1
 
< 0.1%
-1.70379637 1
 
< 0.1%
-1.6978953 1
 
< 0.1%
-1.69570331 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 131
2.2%
1.94092219 1
 
< 0.1%
1.77695368 1
 
< 0.1%
1.76337243 1
 
< 0.1%
1.75212782 1
 
< 0.1%

증감율_이용건수_신판_분기
Real number (ℝ)

Zeros 

Distinct4331
Distinct (%)72.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.07892514912
Minimum-1.999996
Maximum1.999996
Zeros1316
Zeros (%)21.9%
Negative2801
Negative (%)46.7%
Memory size47.0 KiB
2025-04-09T11:30:53.653080image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-1.065122338
Q1-0.2402977575
median0
Q30.070045735
95-th percentile0.7395863545
Maximum1.999996
Range3.999992
Interquartile range (IQR)0.3103434925

Descriptive statistics

Standard deviation0.6051421085
Coefficient of variation (CV)-7.667291291
Kurtosis4.816661794
Mean-0.07892514912
Median Absolute Deviation (MAD)0.167457445
Skewness-0.2647491067
Sum-473.5508947
Variance0.3661969715
MonotonicityNot monotonic
2025-04-09T11:30:53.737329image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1316
 
21.9%
-1.999996 230
 
3.8%
1.999996 126
 
2.1%
-0.05021437 1
 
< 0.1%
0.47373282 1
 
< 0.1%
-0.73177712 1
 
< 0.1%
-0.29966816 1
 
< 0.1%
-0.10044835 1
 
< 0.1%
0.51749117 1
 
< 0.1%
-0.2217717 1
 
< 0.1%
Other values (4321) 4321
72.0%
ValueCountFrequency (%)
-1.999996 230
3.8%
-1.81649147 1
 
< 0.1%
-1.70379637 1
 
< 0.1%
-1.6978953 1
 
< 0.1%
-1.69570331 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 126
2.1%
1.94092219 1
 
< 0.1%
1.77695368 1
 
< 0.1%
1.76337243 1
 
< 0.1%
1.75212782 1
 
< 0.1%

증감율_이용건수_일시불_분기
Real number (ℝ)

Zeros 

Distinct4323
Distinct (%)72.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.07149511803
Minimum-1.999996
Maximum1.999996
Zeros1341
Zeros (%)22.4%
Negative2767
Negative (%)46.1%
Memory size47.0 KiB
2025-04-09T11:30:53.822140image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-1.016733542
Q1-0.232117895
median0
Q30.0783860075
95-th percentile0.7363524385
Maximum1.999996
Range3.999992
Interquartile range (IQR)0.3105039025

Descriptive statistics

Standard deviation0.5945012255
Coefficient of variation (CV)-8.315270215
Kurtosis5.046654335
Mean-0.07149511803
Median Absolute Deviation (MAD)0.1647645
Skewness-0.2531939668
Sum-428.9707082
Variance0.3534317071
MonotonicityNot monotonic
2025-04-09T11:30:53.906678image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1341
 
22.4%
-1.999996 216
 
3.6%
1.999996 123
 
2.1%
0.51519355 1
 
< 0.1%
-0.81800698 1
 
< 0.1%
0.69809484 1
 
< 0.1%
0.47373282 1
 
< 0.1%
-0.71323858 1
 
< 0.1%
-0.24116629 1
 
< 0.1%
-0.10044835 1
 
< 0.1%
Other values (4313) 4313
71.9%
ValueCountFrequency (%)
-1.999996 216
3.6%
-1.79098636 1
 
< 0.1%
-1.69570331 1
 
< 0.1%
-1.66864548 1
 
< 0.1%
-1.66746843 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 123
2.1%
1.9303956 1
 
< 0.1%
1.76877767 1
 
< 0.1%
1.75049638 1
 
< 0.1%
1.74706468 1
 
< 0.1%

증감율_이용건수_할부_분기
Real number (ℝ)

Zeros 

Distinct509
Distinct (%)8.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.202260907
Minimum-1.999996
Maximum1.999996
Zeros4498
Zeros (%)75.0%
Negative985
Negative (%)16.4%
Memory size47.0 KiB
2025-04-09T11:30:53.991308image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-1.999996
Q10
median0
Q30
95-th percentile0.3411135245
Maximum1.999996
Range3.999992
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.8202182395
Coefficient of variation (CV)-4.0552485
Kurtosis2.008780519
Mean-0.202260907
Median Absolute Deviation (MAD)0
Skewness-0.6229813493
Sum-1213.565442
Variance0.6727579604
MonotonicityNot monotonic
2025-04-09T11:30:54.069439image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4498
75.0%
-1.999996 766
 
12.8%
1.999996 230
 
3.8%
-1.12604169 1
 
< 0.1%
-1.07966839 1
 
< 0.1%
0.32905948 1
 
< 0.1%
0.32899522 1
 
< 0.1%
0.33589269 1
 
< 0.1%
-1.08682122 1
 
< 0.1%
0.3232639 1
 
< 0.1%
Other values (499) 499
 
8.3%
ValueCountFrequency (%)
-1.999996 766
12.8%
-1.16705264 1
 
< 0.1%
-1.14751919 1
 
< 0.1%
-1.13942643 1
 
< 0.1%
-1.13655592 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 230
3.8%
1.26949276 1
 
< 0.1%
1.25802628 1
 
< 0.1%
0.37548608 1
 
< 0.1%
0.37319033 1
 
< 0.1%

증감율_이용건수_CA_분기
Real number (ℝ)

Zeros 

Distinct100
Distinct (%)1.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.0281313002
Minimum-1.999996
Maximum1.999996
Zeros5659
Zeros (%)94.3%
Negative177
Negative (%)2.9%
Memory size47.0 KiB
2025-04-09T11:30:54.138448image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1.999996
Range3.999992
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4059367222
Coefficient of variation (CV)-14.43007324
Kurtosis20.54125882
Mean-0.0281313002
Median Absolute Deviation (MAD)0
Skewness-1.716960812
Sum-168.7878012
Variance0.1647846224
MonotonicityNot monotonic
2025-04-09T11:30:54.223083image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5659
94.3%
-1.999996 170
 
2.8%
1.999996 74
 
1.2%
0.33644383 1
 
< 0.1%
0.34247818 1
 
< 0.1%
-1.08732068 1
 
< 0.1%
0.34108586 1
 
< 0.1%
0.32613892 1
 
< 0.1%
0.32248799 1
 
< 0.1%
0.34036633 1
 
< 0.1%
Other values (90) 90
 
1.5%
ValueCountFrequency (%)
-1.999996 170
2.8%
-1.08732068 1
 
< 0.1%
-1.08720286 1
 
< 0.1%
-1.08681043 1
 
< 0.1%
-1.08497451 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 74
1.2%
0.35001019 1
 
< 0.1%
0.34918703 1
 
< 0.1%
0.34541776 1
 
< 0.1%
0.34451167 1
 
< 0.1%

증감율_이용건수_체크_분기
Real number (ℝ)

Zeros 

Distinct940
Distinct (%)15.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.02454774407
Minimum-1.999996
Maximum1.999996
Zeros4912
Zeros (%)81.9%
Negative745
Negative (%)12.4%
Memory size47.0 KiB
2025-04-09T11:30:54.307737image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-0.116735867
Q10
median0
Q30
95-th percentile0.010816705
Maximum1.999996
Range3.999992
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3193650974
Coefficient of variation (CV)-13.0099571
Kurtosis35.15017781
Mean-0.02454774407
Median Absolute Deviation (MAD)0
Skewness-1.866744054
Sum-147.2864644
Variance0.1019940654
MonotonicityNot monotonic
2025-04-09T11:30:54.392349image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4912
81.9%
-1.999996 101
 
1.7%
1.999996 50
 
0.8%
-0.0506259 1
 
< 0.1%
-0.19137353 1
 
< 0.1%
-0.02098076 1
 
< 0.1%
-0.13533333 1
 
< 0.1%
0.00819759 1
 
< 0.1%
-0.24110267 1
 
< 0.1%
0.00703552 1
 
< 0.1%
Other values (930) 930
 
15.5%
ValueCountFrequency (%)
-1.999996 101
1.7%
-0.40471152 1
 
< 0.1%
-0.40086286 1
 
< 0.1%
-0.39183591 1
 
< 0.1%
-0.38827507 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 50
0.8%
0.3219125 1
 
< 0.1%
0.24713182 1
 
< 0.1%
0.23776089 1
 
< 0.1%
0.23529196 1
 
< 0.1%

증감율_이용건수_카드론_분기
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.01999996
Minimum-1.999996
Maximum1.999996
Zeros5876
Zeros (%)97.9%
Negative92
Negative (%)1.5%
Memory size47.0 KiB
2025-04-09T11:30:54.454856image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1.999996
Range3.999992
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2868449946
Coefficient of variation (CV)-14.34227842
Kurtosis44.98084541
Mean-0.01999996
Median Absolute Deviation (MAD)0
Skewness-3.181692171
Sum-119.99976
Variance0.08228005094
MonotonicityNot monotonic
2025-04-09T11:30:54.523905image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5876
97.9%
-1.999996 92
 
1.5%
1.999996 32
 
0.5%
ValueCountFrequency (%)
-1.999996 92
 
1.5%
0 5876
97.9%
1.999996 32
 
0.5%
ValueCountFrequency (%)
1.999996 32
 
0.5%
0 5876
97.9%
-1.999996 92
 
1.5%

증감율_이용금액_신용_분기
Real number (ℝ)

Zeros 

Distinct4570
Distinct (%)76.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.1447915679
Minimum-2.02984327
Maximum2.09851505
Zeros1105
Zeros (%)18.4%
Negative3234
Negative (%)53.9%
Memory size47.0 KiB
2025-04-09T11:30:54.592913image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-2.02984327
5-th percentile-1.252291573
Q1-0.36240906
median-0.049913375
Q30.03713803
95-th percentile0.7084734515
Maximum2.09851505
Range4.12835832
Interquartile range (IQR)0.39954709

Descriptive statistics

Standard deviation0.624408142
Coefficient of variation (CV)-4.312462051
Kurtosis3.827884869
Mean-0.1447915679
Median Absolute Deviation (MAD)0.21284182
Skewness-0.09697484385
Sum-868.7494075
Variance0.3898855278
MonotonicityNot monotonic
2025-04-09T11:30:54.671046image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1105
 
18.4%
-1.999996 213
 
3.5%
1.999996 115
 
1.9%
-0.41131954 1
 
< 0.1%
0.86703372 1
 
< 0.1%
1.07970769 1
 
< 0.1%
-0.48636274 1
 
< 0.1%
-0.49573327 1
 
< 0.1%
1.64726085 1
 
< 0.1%
-0.2502102 1
 
< 0.1%
Other values (4560) 4560
76.0%
ValueCountFrequency (%)
-2.02984327 1
 
< 0.1%
-1.999996 213
3.5%
-1.99167259 1
 
< 0.1%
-1.9528807 1
 
< 0.1%
-1.95052837 1
 
< 0.1%
ValueCountFrequency (%)
2.09851505 1
 
< 0.1%
2.0221538 1
 
< 0.1%
1.999996 115
1.9%
1.9927481 1
 
< 0.1%
1.91245764 1
 
< 0.1%

증감율_이용금액_신판_분기
Real number (ℝ)

Zeros 

Distinct4528
Distinct (%)75.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.1434901485
Minimum-2.02984327
Maximum2.09851505
Zeros1136
Zeros (%)18.9%
Negative3203
Negative (%)53.4%
Memory size47.0 KiB
2025-04-09T11:30:54.740146image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-2.02984327
5-th percentile-1.26796183
Q1-0.359005655
median-0.04514879
Q30.035753265
95-th percentile0.727826845
Maximum2.09851505
Range4.12835832
Interquartile range (IQR)0.39475892

Descriptive statistics

Standard deviation0.6290883624
Coefficient of variation (CV)-4.384192009
Kurtosis3.792177365
Mean-0.1434901485
Median Absolute Deviation (MAD)0.21292453
Skewness-0.1013413483
Sum-860.940891
Variance0.3957521677
MonotonicityNot monotonic
2025-04-09T11:30:54.824785image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1136
 
18.9%
-1.999996 220
 
3.7%
1.999996 119
 
2.0%
-0.41131954 1
 
< 0.1%
0.03210675 1
 
< 0.1%
-0.49573327 1
 
< 0.1%
1.64726085 1
 
< 0.1%
-0.2502102 1
 
< 0.1%
0.07993989 1
 
< 0.1%
0.86703372 1
 
< 0.1%
Other values (4518) 4518
75.3%
ValueCountFrequency (%)
-2.02984327 1
 
< 0.1%
-1.999996 220
3.7%
-1.99167259 1
 
< 0.1%
-1.9528807 1
 
< 0.1%
-1.95052837 1
 
< 0.1%
ValueCountFrequency (%)
2.09851505 1
 
< 0.1%
2.0221538 1
 
< 0.1%
1.999996 119
2.0%
1.9927481 1
 
< 0.1%
1.8929839 1
 
< 0.1%

증감율_이용금액_일시불_분기
Real number (ℝ)

Zeros 

Distinct4515
Distinct (%)75.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.1147797363
Minimum-1.999996
Maximum2.04667
Zeros1153
Zeros (%)19.2%
Negative3078
Negative (%)51.3%
Memory size47.0 KiB
2025-04-09T11:30:54.909514image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-1.172053909
Q1-0.3152737875
median-0.01830291
Q30.0581445625
95-th percentile0.7333061975
Maximum2.04667
Range4.046666
Interquartile range (IQR)0.37341835

Descriptive statistics

Standard deviation0.6171926635
Coefficient of variation (CV)-5.37719186
Kurtosis4.153814134
Mean-0.1147797363
Median Absolute Deviation (MAD)0.19290287
Skewness-0.1442873325
Sum-688.6784176
Variance0.3809267839
MonotonicityNot monotonic
2025-04-09T11:30:54.994160image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1153
 
19.2%
-1.999996 214
 
3.6%
1.999996 121
 
2.0%
-0.34941785 1
 
< 0.1%
0.09373659 1
 
< 0.1%
-0.12996357 1
 
< 0.1%
1.07970769 1
 
< 0.1%
-0.29288327 1
 
< 0.1%
-0.156635 1
 
< 0.1%
1.73581051 1
 
< 0.1%
Other values (4505) 4505
75.1%
ValueCountFrequency (%)
-1.999996 214
3.6%
-1.95052837 1
 
< 0.1%
-1.93784206 1
 
< 0.1%
-1.90466819 1
 
< 0.1%
-1.87167624 1
 
< 0.1%
ValueCountFrequency (%)
2.04667 1
 
< 0.1%
1.999996 121
2.0%
1.92292865 1
 
< 0.1%
1.8929839 1
 
< 0.1%
1.85643731 1
 
< 0.1%

증감율_이용금액_할부_분기
Real number (ℝ)

Zeros 

Distinct1102
Distinct (%)18.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.143038635
Minimum-1.999996
Maximum1.999996
Zeros4150
Zeros (%)69.2%
Negative1269
Negative (%)21.1%
Memory size47.0 KiB
2025-04-09T11:30:55.072293image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-1.999996
Q10
median0
Q30
95-th percentile0.1417446715
Maximum1.999996
Range3.999992
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.6974929227
Coefficient of variation (CV)-4.876255446
Kurtosis4.453471459
Mean-0.143038635
Median Absolute Deviation (MAD)0
Skewness-0.9317846185
Sum-858.2318098
Variance0.4864963773
MonotonicityNot monotonic
2025-04-09T11:30:55.156932image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4150
69.2%
-1.999996 573
 
9.6%
1.999996 178
 
3.0%
-0.11061536 1
 
< 0.1%
0.05543641 1
 
< 0.1%
0.27768114 1
 
< 0.1%
0.00929556 1
 
< 0.1%
-0.13857699 1
 
< 0.1%
-0.15484376 1
 
< 0.1%
0.01191854 1
 
< 0.1%
Other values (1092) 1092
 
18.2%
ValueCountFrequency (%)
-1.999996 573
9.6%
-0.77338586 1
 
< 0.1%
-0.55822346 1
 
< 0.1%
-0.51716182 1
 
< 0.1%
-0.4865403 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 178
3.0%
0.71603274 1
 
< 0.1%
0.55030101 1
 
< 0.1%
0.46565628 1
 
< 0.1%
0.45268821 1
 
< 0.1%

증감율_이용금액_CA_분기
Real number (ℝ)

Zeros 

Distinct336
Distinct (%)5.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.02245390898
Minimum-1.999996
Maximum1.999996
Zeros5466
Zeros (%)91.1%
Negative335
Negative (%)5.6%
Memory size47.0 KiB
2025-04-09T11:30:55.241452image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-0.020852696
Q10
median0
Q30
95-th percentile0
Maximum1.999996
Range3.999992
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3662439397
Coefficient of variation (CV)-16.31092119
Kurtosis26.42758955
Mean-0.02245390898
Median Absolute Deviation (MAD)0
Skewness-1.527536494
Sum-134.7234539
Variance0.1341346234
MonotonicityNot monotonic
2025-04-09T11:30:55.310556image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5466
91.1%
-1.999996 132
 
2.2%
1.999996 69
 
1.1%
-0.18015028 1
 
< 0.1%
0.04721431 1
 
< 0.1%
-0.03628895 1
 
< 0.1%
0.03213708 1
 
< 0.1%
-0.07208462 1
 
< 0.1%
-0.08568474 1
 
< 0.1%
-0.13720363 1
 
< 0.1%
Other values (326) 326
 
5.4%
ValueCountFrequency (%)
-1.999996 132
2.2%
-0.31903687 1
 
< 0.1%
-0.29247094 1
 
< 0.1%
-0.28228861 1
 
< 0.1%
-0.27324072 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 69
1.1%
0.24660249 1
 
< 0.1%
0.24012504 1
 
< 0.1%
0.22696891 1
 
< 0.1%
0.21386887 1
 
< 0.1%

증감율_이용금액_체크_분기
Real number (ℝ)

Zeros 

Distinct947
Distinct (%)15.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.02410353766
Minimum-1.999996
Maximum1.999996
Zeros4911
Zeros (%)81.8%
Negative736
Negative (%)12.3%
Memory size47.0 KiB
2025-04-09T11:30:55.394896image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-0.1138889355
Q10
median0
Q30
95-th percentile0.011502696
Maximum1.999996
Range3.999992
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3129636363
Coefficient of variation (CV)-12.98413705
Kurtosis36.73509039
Mean-0.02410353766
Median Absolute Deviation (MAD)0
Skewness-1.911046009
Sum-144.6212259
Variance0.09794623764
MonotonicityNot monotonic
2025-04-09T11:30:55.488654image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 4911
81.8%
-1.999996 97
 
1.6%
1.999996 48
 
0.8%
-0.02614884 1
 
< 0.1%
-0.04477213 1
 
< 0.1%
-0.09510845 1
 
< 0.1%
-0.02874548 1
 
< 0.1%
-0.14728098 1
 
< 0.1%
0.07755246 1
 
< 0.1%
-0.08205924 1
 
< 0.1%
Other values (937) 937
 
15.6%
ValueCountFrequency (%)
-1.999996 97
1.6%
-0.4495759 1
 
< 0.1%
-0.39893403 1
 
< 0.1%
-0.39887736 1
 
< 0.1%
-0.37099585 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 48
0.8%
0.22454 1
 
< 0.1%
0.19263008 1
 
< 0.1%
0.18392783 1
 
< 0.1%
0.18031401 1
 
< 0.1%

증감율_이용금액_카드론_분기
Real number (ℝ)

Zeros 

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.02066662533
Minimum-1.999996
Maximum1.999996
Zeros5874
Zeros (%)97.9%
Negative94
Negative (%)1.6%
Memory size47.0 KiB
2025-04-09T11:30:55.542142image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum1.999996
Range3.999992
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2891132748
Coefficient of variation (CV)-13.98937999
Kurtosis44.19715299
Mean-0.02066662533
Median Absolute Deviation (MAD)0
Skewness-3.2075945
Sum-123.999752
Variance0.08358648568
MonotonicityNot monotonic
2025-04-09T11:30:55.610740image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=3)
ValueCountFrequency (%)
0 5874
97.9%
-1.999996 94
 
1.6%
1.999996 32
 
0.5%
ValueCountFrequency (%)
-1.999996 94
 
1.6%
0 5874
97.9%
1.999996 32
 
0.5%
ValueCountFrequency (%)
1.999996 32
 
0.5%
0 5874
97.9%
-1.999996 94
 
1.6%

잔액_신판평균한도소진율_r6m
Real number (ℝ)

Zeros 

Distinct4557
Distinct (%)75.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1254133906
Minimum0
Maximum0.88894015
Zeros1444
Zeros (%)24.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:55.688975image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.0012412225
median0.047072175
Q30.1702844675
95-th percentile0.551130437
Maximum0.88894015
Range0.88894015
Interquartile range (IQR)0.169043245

Descriptive statistics

Standard deviation0.177276205
Coefficient of variation (CV)1.413534903
Kurtosis2.815836994
Mean0.1254133906
Median Absolute Deviation (MAD)0.047072175
Skewness1.836573248
Sum752.4803439
Variance0.03142685287
MonotonicityNot monotonic
2025-04-09T11:30:55.758091image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1444
 
24.1%
0.1535621 1
 
< 0.1%
0.88006686 1
 
< 0.1%
0.28100613 1
 
< 0.1%
0.05109418 1
 
< 0.1%
0.41779368 1
 
< 0.1%
0.63872539 1
 
< 0.1%
0.67273904 1
 
< 0.1%
0.40357217 1
 
< 0.1%
0.14713042 1
 
< 0.1%
Other values (4547) 4547
75.8%
ValueCountFrequency (%)
0 1444
24.1%
1.492 × 10-51
 
< 0.1%
1.835 × 10-51
 
< 0.1%
3.442 × 10-51
 
< 0.1%
3.757 × 10-51
 
< 0.1%
ValueCountFrequency (%)
0.88894015 1
< 0.1%
0.88042653 1
< 0.1%
0.88006686 1
< 0.1%
0.86178879 1
< 0.1%
0.85986306 1
< 0.1%

잔액_신판최대한도소진율_r6m
Real number (ℝ)

Zeros 

Distinct4891
Distinct (%)81.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.184551031
Minimum0
Maximum1.17642111
Zeros1110
Zeros (%)18.5%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:55.827108image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.0124015
median0.091893385
Q30.2614361675
95-th percentile0.722834407
Maximum1.17642111
Range1.17642111
Interquartile range (IQR)0.2490346675

Descriptive statistics

Standard deviation0.2328633619
Coefficient of variation (CV)1.261783045
Kurtosis2.15063497
Mean0.184551031
Median Absolute Deviation (MAD)0.091893385
Skewness1.648804082
Sum1107.306186
Variance0.05422534532
MonotonicityNot monotonic
2025-04-09T11:30:55.911746image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1110
 
18.5%
0.1952335 1
 
< 0.1%
0.12664334 1
 
< 0.1%
0.89682581 1
 
< 0.1%
0.16145276 1
 
< 0.1%
0.08813156 1
 
< 0.1%
0.92352229 1
 
< 0.1%
0.11630738 1
 
< 0.1%
0.58613232 1
 
< 0.1%
0.29513762 1
 
< 0.1%
Other values (4881) 4881
81.3%
ValueCountFrequency (%)
0 1110
18.5%
2.006 × 10-51
 
< 0.1%
7.529 × 10-51
 
< 0.1%
0.00010221 1
 
< 0.1%
0.00010319 1
 
< 0.1%
ValueCountFrequency (%)
1.17642111 1
< 0.1%
1.13174154 1
< 0.1%
1.12758453 1
< 0.1%
1.10280396 1
< 0.1%
1.09723014 1
< 0.1%

잔액_신판평균한도소진율_r3m
Real number (ℝ)

Zeros 

Distinct4601
Distinct (%)76.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1196308915
Minimum0
Maximum0.88194194
Zeros1399
Zeros (%)23.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:55.996373image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.001745825
median0.04300572
Q30.1579206325
95-th percentile0.530673012
Maximum0.88194194
Range0.88194194
Interquartile range (IQR)0.1561748075

Descriptive statistics

Standard deviation0.1716972205
Coefficient of variation (CV)1.435224785
Kurtosis3.110214175
Mean0.1196308915
Median Absolute Deviation (MAD)0.04300572
Skewness1.897939053
Sum717.7853489
Variance0.02947993552
MonotonicityNot monotonic
2025-04-09T11:30:56.058879image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1399
 
23.3%
0.00861108 2
 
< 0.1%
0.15440202 1
 
< 0.1%
0.00054333 1
 
< 0.1%
0.08113372 1
 
< 0.1%
0.32146312 1
 
< 0.1%
0.08324176 1
 
< 0.1%
0.10929197 1
 
< 0.1%
0.06103749 1
 
< 0.1%
0.0732238 1
 
< 0.1%
Other values (4591) 4591
76.5%
ValueCountFrequency (%)
0 1399
23.3%
1.012 × 10-51
 
< 0.1%
2.524 × 10-51
 
< 0.1%
3.592 × 10-51
 
< 0.1%
3.74 × 10-51
 
< 0.1%
ValueCountFrequency (%)
0.88194194 1
< 0.1%
0.86368954 1
< 0.1%
0.85889371 1
< 0.1%
0.84771167 1
< 0.1%
0.8417407 1
< 0.1%

잔액_신판최대한도소진율_r3m
Real number (ℝ)

Zeros 

Distinct4669
Distinct (%)77.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1495629217
Minimum0
Maximum1.05691215
Zeros1331
Zeros (%)22.2%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:56.143740image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.0036230775
median0.063774025
Q30.2028864275
95-th percentile0.6293267445
Maximum1.05691215
Range1.05691215
Interquartile range (IQR)0.19926335

Descriptive statistics

Standard deviation0.2054567738
Coefficient of variation (CV)1.373714631
Kurtosis2.870479528
Mean0.1495629217
Median Absolute Deviation (MAD)0.063774025
Skewness1.832593063
Sum897.3775302
Variance0.0422124859
MonotonicityNot monotonic
2025-04-09T11:30:56.212665image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1331
 
22.2%
0.03602831 2
 
< 0.1%
0.19444725 1
 
< 0.1%
0.37840456 1
 
< 0.1%
0.03043471 1
 
< 0.1%
0.08519694 1
 
< 0.1%
0.12021157 1
 
< 0.1%
0.11139054 1
 
< 0.1%
0.02993084 1
 
< 0.1%
0.11200121 1
 
< 0.1%
Other values (4659) 4659
77.6%
ValueCountFrequency (%)
0 1331
22.2%
2.75 × 10-61
 
< 0.1%
5.011 × 10-51
 
< 0.1%
0.00010945 1
 
< 0.1%
0.00012352 1
 
< 0.1%
ValueCountFrequency (%)
1.05691215 1
< 0.1%
1.03130819 1
< 0.1%
1.01523064 1
< 0.1%
1.01434426 1
< 0.1%
1.01363433 1
< 0.1%

잔액_신판ca평균한도소진율_r6m
Real number (ℝ)

Zeros 

Distinct4631
Distinct (%)77.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1478285455
Minimum0
Maximum1.00234413
Zeros1369
Zeros (%)22.8%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:56.297501image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.0034899075
median0.055368275
Q30.193553295
95-th percentile0.644399345
Maximum1.00234413
Range1.00234413
Interquartile range (IQR)0.1900633875

Descriptive statistics

Standard deviation0.2094518469
Coefficient of variation (CV)1.416856576
Kurtosis2.670424411
Mean0.1478285455
Median Absolute Deviation (MAD)0.055368275
Skewness1.825364858
Sum886.9712732
Variance0.04387007615
MonotonicityNot monotonic
2025-04-09T11:30:56.375728image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1369
 
22.8%
0.1557006 2
 
< 0.1%
0.80317059 1
 
< 0.1%
0.05698193 1
 
< 0.1%
0.02464621 1
 
< 0.1%
0.03449191 1
 
< 0.1%
0.04656322 1
 
< 0.1%
0.14540843 1
 
< 0.1%
0.12880071 1
 
< 0.1%
0.03842288 1
 
< 0.1%
Other values (4621) 4621
77.0%
ValueCountFrequency (%)
0 1369
22.8%
4.25 × 10-61
 
< 0.1%
1.021 × 10-51
 
< 0.1%
1.198 × 10-51
 
< 0.1%
1.719 × 10-51
 
< 0.1%
ValueCountFrequency (%)
1.00234413 1
< 0.1%
0.9974052 1
< 0.1%
0.98710937 1
< 0.1%
0.98509431 1
< 0.1%
0.98171243 1
< 0.1%

잔액_신판ca최대한도소진율_r6m
Real number (ℝ)

Zeros 

Distinct4964
Distinct (%)82.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2122857161
Minimum0
Maximum1.23828587
Zeros1037
Zeros (%)17.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:56.444749image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.016314635
median0.103984555
Q30.30441289
95-th percentile0.8318483565
Maximum1.23828587
Range1.23828587
Interquartile range (IQR)0.288098255

Descriptive statistics

Standard deviation0.2654552052
Coefficient of variation (CV)1.250461925
Kurtosis1.702984635
Mean0.2122857161
Median Absolute Deviation (MAD)0.103984555
Skewness1.569847005
Sum1273.714296
Variance0.07046646599
MonotonicityNot monotonic
2025-04-09T11:30:56.529379image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1037
 
17.3%
0.84984171 1
 
< 0.1%
0.29130218 1
 
< 0.1%
0.03731679 1
 
< 0.1%
0.63196366 1
 
< 0.1%
0.39683142 1
 
< 0.1%
0.05711593 1
 
< 0.1%
0.9490605 1
 
< 0.1%
0.00373258 1
 
< 0.1%
0.17645682 1
 
< 0.1%
Other values (4954) 4954
82.6%
ValueCountFrequency (%)
0 1037
17.3%
4.81 × 10-61
 
< 0.1%
9.77 × 10-51
 
< 0.1%
0.00012637 1
 
< 0.1%
0.00012668 1
 
< 0.1%
ValueCountFrequency (%)
1.23828587 1
< 0.1%
1.23539166 1
< 0.1%
1.23518115 1
< 0.1%
1.20625258 1
< 0.1%
1.18917464 1
< 0.1%

잔액_신판ca평균한도소진율_r3m
Real number (ℝ)

Zeros 

Distinct4683
Distinct (%)78.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1404960975
Minimum0
Maximum0.99378991
Zeros1318
Zeros (%)22.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:56.613832image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.0033240075
median0.049691235
Q30.17653173
95-th percentile0.6323056545
Maximum0.99378991
Range0.99378991
Interquartile range (IQR)0.1732077225

Descriptive statistics

Standard deviation0.2041727094
Coefficient of variation (CV)1.453226909
Kurtosis3.003346009
Mean0.1404960975
Median Absolute Deviation (MAD)0.049691235
Skewness1.903535077
Sum842.9765848
Variance0.04168649526
MonotonicityNot monotonic
2025-04-09T11:30:56.691859image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1318
 
22.0%
0.80491094 1
 
< 0.1%
0.01303631 1
 
< 0.1%
0.00374865 1
 
< 0.1%
0.01262387 1
 
< 0.1%
0.27461723 1
 
< 0.1%
0.01289894 1
 
< 0.1%
0.04436202 1
 
< 0.1%
0.11082281 1
 
< 0.1%
0.08938855 1
 
< 0.1%
Other values (4673) 4673
77.9%
ValueCountFrequency (%)
0 1318
22.0%
1.094 × 10-51
 
< 0.1%
1.381 × 10-51
 
< 0.1%
2.078 × 10-51
 
< 0.1%
2.754 × 10-51
 
< 0.1%
ValueCountFrequency (%)
0.99378991 1
< 0.1%
0.98305431 1
< 0.1%
0.97590465 1
< 0.1%
0.96427538 1
< 0.1%
0.96280235 1
< 0.1%

잔액_신판ca최대한도소진율_r3m
Real number (ℝ)

Zeros 

Distinct4781
Distinct (%)79.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.175878696
Minimum0
Maximum1.15544447
Zeros1220
Zeros (%)20.3%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:56.760876image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.008066565
median0.074856095
Q30.2279004575
95-th percentile0.7509154895
Maximum1.15544447
Range1.15544447
Interquartile range (IQR)0.2198338925

Descriptive statistics

Standard deviation0.2405065457
Coefficient of variation (CV)1.367456953
Kurtosis2.563605534
Mean0.175878696
Median Absolute Deviation (MAD)0.074856095
Skewness1.79407785
Sum1055.272176
Variance0.05784339854
MonotonicityNot monotonic
2025-04-09T11:30:56.845699image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1220
 
20.3%
0.88517082 1
 
< 0.1%
0.30521161 1
 
< 0.1%
0.83448297 1
 
< 0.1%
0.10186711 1
 
< 0.1%
0.07485472 1
 
< 0.1%
0.91042134 1
 
< 0.1%
0.07605158 1
 
< 0.1%
0.53994789 1
 
< 0.1%
0.00417763 1
 
< 0.1%
Other values (4771) 4771
79.5%
ValueCountFrequency (%)
0 1220
20.3%
1.352 × 10-51
 
< 0.1%
5.219 × 10-51
 
< 0.1%
7.781 × 10-51
 
< 0.1%
0.0001471 1
 
< 0.1%
ValueCountFrequency (%)
1.15544447 1
< 0.1%
1.1400468 1
< 0.1%
1.13662408 1
< 0.1%
1.12921976 1
< 0.1%
1.11324793 1
< 0.1%

변동률_일시불평잔
Real number (ℝ)

Zeros 

Distinct4749
Distinct (%)79.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8864009848
Minimum0
Maximum2.06249588
Zeros578
Zeros (%)9.6%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:56.914220image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.800988715
median0.960894295
Q31.04581363
95-th percentile1.381512516
Maximum2.06249588
Range2.06249588
Interquartile range (IQR)0.244824915

Descriptive statistics

Standard deviation0.3719371298
Coefficient of variation (CV)0.4196036964
Kurtosis1.617447414
Mean0.8864009848
Median Absolute Deviation (MAD)0.11878534
Skewness-0.7676348154
Sum5318.405909
Variance0.1383372285
MonotonicityNot monotonic
2025-04-09T11:30:56.998851image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.999998 668
 
11.1%
0 578
 
9.6%
1.999996 8
 
0.1%
0.95192979 1
 
< 0.1%
0.92737017 1
 
< 0.1%
1.36339185 1
 
< 0.1%
0.72995431 1
 
< 0.1%
0.89519981 1
 
< 0.1%
0.78010928 1
 
< 0.1%
1.45829591 1
 
< 0.1%
Other values (4739) 4739
79.0%
ValueCountFrequency (%)
0 578
9.6%
0.007208 1
 
< 0.1%
0.05576666 1
 
< 0.1%
0.0599515 1
 
< 0.1%
0.09866076 1
 
< 0.1%
ValueCountFrequency (%)
2.06249588 1
< 0.1%
2.06199168 1
< 0.1%
2.04421673 1
< 0.1%
2.02848881 1
< 0.1%
2.00721857 1
< 0.1%

변동률_RV일시불평잔
Real number (ℝ)

Zeros 

Distinct1097
Distinct (%)18.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9452133421
Minimum0
Maximum1.38023942
Zeros341
Zeros (%)5.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:57.061359image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.999998
median0.999998
Q30.999998
95-th percentile1.049616547
Maximum1.38023942
Range1.38023942
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2348936934
Coefficient of variation (CV)0.2485086519
Kurtosis11.95110089
Mean0.9452133421
Median Absolute Deviation (MAD)0
Skewness-3.667501926
Sum5671.280053
Variance0.05517504718
MonotonicityNot monotonic
2025-04-09T11:30:57.145994image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.999998 4564
76.1%
0 341
 
5.7%
1.0215194 1
 
< 0.1%
1.03241517 1
 
< 0.1%
1.00974893 1
 
< 0.1%
0.94929192 1
 
< 0.1%
0.95856703 1
 
< 0.1%
0.97482608 1
 
< 0.1%
1.00650061 1
 
< 0.1%
1.19713921 1
 
< 0.1%
Other values (1087) 1087
 
18.1%
ValueCountFrequency (%)
0 341
5.7%
0.67983239 1
 
< 0.1%
0.7117338 1
 
< 0.1%
0.71443248 1
 
< 0.1%
0.76104108 1
 
< 0.1%
ValueCountFrequency (%)
1.38023942 1
< 0.1%
1.34962993 1
< 0.1%
1.32759315 1
< 0.1%
1.32547527 1
< 0.1%
1.31314534 1
< 0.1%

변동률_할부평잔
Real number (ℝ)

Zeros 

Distinct2121
Distinct (%)35.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.8636782522
Minimum0
Maximum1.99502711
Zeros728
Zeros (%)12.1%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:57.214762image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.8981324125
median0.999998
Q30.999998
95-th percentile1.524132239
Maximum1.99502711
Range1.99502711
Interquartile range (IQR)0.1018655875

Descriptive statistics

Standard deviation0.4118980513
Coefficient of variation (CV)0.4769114543
Kurtosis1.192427297
Mean0.8636782522
Median Absolute Deviation (MAD)0
Skewness-0.5324826597
Sum5182.069513
Variance0.1696600047
MonotonicityNot monotonic
2025-04-09T11:30:57.299450image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.999998 3153
52.5%
0 728
 
12.1%
1.04280528 1
 
< 0.1%
1.5356008 1
 
< 0.1%
0.58414239 1
 
< 0.1%
0.5953165 1
 
< 0.1%
0.5911415 1
 
< 0.1%
0.32662738 1
 
< 0.1%
0.90456606 1
 
< 0.1%
0.33083618 1
 
< 0.1%
Other values (2111) 2111
35.2%
ValueCountFrequency (%)
0 728
12.1%
0.09034006 1
 
< 0.1%
0.09634766 1
 
< 0.1%
0.09770308 1
 
< 0.1%
0.10127287 1
 
< 0.1%
ValueCountFrequency (%)
1.99502711 1
< 0.1%
1.99493338 1
< 0.1%
1.99457768 1
< 0.1%
1.99443532 1
< 0.1%
1.99442335 1
< 0.1%

변동률_CA평잔
Real number (ℝ)

Zeros 

Distinct390
Distinct (%)6.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9274754534
Minimum0
Maximum1.99513803
Zeros503
Zeros (%)8.4%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:57.377690image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.999998
median0.999998
Q30.999998
95-th percentile0.999998
Maximum1.99513803
Range1.99513803
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3052889552
Coefficient of variation (CV)0.3291612237
Kurtosis6.21941432
Mean0.9274754534
Median Absolute Deviation (MAD)0
Skewness-1.753244856
Sum5564.852721
Variance0.09320134617
MonotonicityNot monotonic
2025-04-09T11:30:57.461934image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.999998 5109
85.2%
0 503
 
8.4%
1.0027772 1
 
< 0.1%
0.85474389 1
 
< 0.1%
1.00283968 1
 
< 0.1%
0.86464847 1
 
< 0.1%
1.98999539 1
 
< 0.1%
0.99963361 1
 
< 0.1%
0.9981225 1
 
< 0.1%
1.00719658 1
 
< 0.1%
Other values (380) 380
 
6.3%
ValueCountFrequency (%)
0 503
8.4%
0.34082654 1
 
< 0.1%
0.34135327 1
 
< 0.1%
0.34191531 1
 
< 0.1%
0.34527834 1
 
< 0.1%
ValueCountFrequency (%)
1.99513803 1
< 0.1%
1.9941597 1
< 0.1%
1.99375184 1
< 0.1%
1.99365369 1
< 0.1%
1.99362347 1
< 0.1%

변동률_RVCA평잔
Real number (ℝ)

Zeros 

Distinct18
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9430866653
Minimum0
Maximum0.999998
Zeros341
Zeros (%)5.7%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:57.531088image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.999998
median0.999998
Q30.999998
95-th percentile0.999998
Maximum0.999998
Range0.999998
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2315425381
Coefficient of variation (CV)0.2455156526
Kurtosis12.66199664
Mean0.9430866653
Median Absolute Deviation (MAD)0
Skewness-3.828245421
Sum5658.519992
Variance0.05361194693
MonotonicityNot monotonic
2025-04-09T11:30:57.599798image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=18)
ValueCountFrequency (%)
0.999998 5643
94.0%
0 341
 
5.7%
0.99464616 1
 
< 0.1%
0.86725647 1
 
< 0.1%
0.99546048 1
 
< 0.1%
0.99448577 1
 
< 0.1%
0.99132747 1
 
< 0.1%
0.99401323 1
 
< 0.1%
0.99444937 1
 
< 0.1%
0.99509853 1
 
< 0.1%
Other values (8) 8
 
0.1%
ValueCountFrequency (%)
0 341
5.7%
0.86656044 1
 
< 0.1%
0.86725647 1
 
< 0.1%
0.86967151 1
 
< 0.1%
0.99132747 1
 
< 0.1%
ValueCountFrequency (%)
0.999998 5643
94.0%
0.99611975 1
 
< 0.1%
0.99588524 1
 
< 0.1%
0.99546048 1
 
< 0.1%
0.99530699 1
 
< 0.1%

변동률_카드론평잔
Real number (ℝ)

Zeros 

Distinct382
Distinct (%)6.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9410078108
Minimum0
Maximum1.99709969
Zeros358
Zeros (%)6.0%
Negative0
Negative (%)0.0%
Memory size47.0 KiB
2025-04-09T11:30:57.662304image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10.999998
median0.999998
Q30.999998
95-th percentile0.999998
Maximum1.99709969
Range1.99709969
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.2485203742
Coefficient of variation (CV)0.2641002246
Kurtosis10.53643399
Mean0.9410078108
Median Absolute Deviation (MAD)0
Skewness-2.9224164
Sum5646.046865
Variance0.06176237639
MonotonicityNot monotonic
2025-04-09T11:30:57.746947image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.999998 5262
87.7%
0 358
 
6.0%
0.83534247 1
 
< 0.1%
0.36263081 1
 
< 0.1%
0.82947087 1
 
< 0.1%
0.92220499 1
 
< 0.1%
0.92839239 1
 
< 0.1%
1.50150165 1
 
< 0.1%
0.9223012 1
 
< 0.1%
0.8319632 1
 
< 0.1%
Other values (372) 372
 
6.2%
ValueCountFrequency (%)
0 358
6.0%
0.3512712 1
 
< 0.1%
0.36217228 1
 
< 0.1%
0.36263081 1
 
< 0.1%
0.36612812 1
 
< 0.1%
ValueCountFrequency (%)
1.99709969 1
< 0.1%
1.99624418 1
< 0.1%
1.9958987 1
< 0.1%
1.9954847 1
< 0.1%
1.99537961 1
< 0.1%

변동률_잔액_B1M
Real number (ℝ)

Zeros 

Distinct4410
Distinct (%)73.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.005760551448
Minimum-1.999996
Maximum1.999996
Zeros1536
Zeros (%)25.6%
Negative2440
Negative (%)40.7%
Memory size47.0 KiB
2025-04-09T11:30:57.831311image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-0.2336442865
Q1-0.073722875
median0
Q30.0417853525
95-th percentile0.225438665
Maximum1.999996
Range3.999992
Interquartile range (IQR)0.1155082275

Descriptive statistics

Standard deviation0.2411639525
Coefficient of variation (CV)-41.86473373
Kurtosis43.21813247
Mean-0.005760551448
Median Absolute Deviation (MAD)0.058767595
Skewness0.8289800621
Sum-34.56330869
Variance0.05816005201
MonotonicityNot monotonic
2025-04-09T11:30:57.915840image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1536
 
25.6%
1.999996 32
 
0.5%
-1.999996 25
 
0.4%
0.26188584 1
 
< 0.1%
-0.15010865 1
 
< 0.1%
0.12645737 1
 
< 0.1%
-0.08977653 1
 
< 0.1%
-0.12010044 1
 
< 0.1%
0.60566711 1
 
< 0.1%
0.05850637 1
 
< 0.1%
Other values (4400) 4400
73.3%
ValueCountFrequency (%)
-1.999996 25
0.4%
-0.82258818 1
 
< 0.1%
-0.8171162 1
 
< 0.1%
-0.80249301 1
 
< 0.1%
-0.77739777 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 32
0.5%
1.18833275 1
 
< 0.1%
1.08489777 1
 
< 0.1%
0.96117598 1
 
< 0.1%
0.92594684 1
 
< 0.1%

변동률_잔액_일시불_B1M
Real number (ℝ)

Zeros 

Distinct4097
Distinct (%)68.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.006480191373
Minimum-1.999996
Maximum1.999996
Zeros1808
Zeros (%)30.1%
Negative2110
Negative (%)35.2%
Memory size47.0 KiB
2025-04-09T11:30:57.993965image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile-0.2299004535
Q1-0.05180669
median0
Q30.0492534675
95-th percentile0.258749146
Maximum1.999996
Range3.999992
Interquartile range (IQR)0.1010601575

Descriptive statistics

Standard deviation0.2948105182
Coefficient of variation (CV)45.49410676
Kurtosis32.3063332
Mean0.006480191373
Median Absolute Deviation (MAD)0.050792425
Skewness0.3676042506
Sum38.88114824
Variance0.08691324163
MonotonicityNot monotonic
2025-04-09T11:30:59.461738image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1808
30.1%
1.999996 52
 
0.9%
-1.999996 46
 
0.8%
0.15254055 1
 
< 0.1%
0.49205002 1
 
< 0.1%
-0.10857209 1
 
< 0.1%
0.08284771 1
 
< 0.1%
0.02363703 1
 
< 0.1%
0.17485316 1
 
< 0.1%
0.17424706 1
 
< 0.1%
Other values (4087) 4087
68.1%
ValueCountFrequency (%)
-1.999996 46
0.8%
-0.92011969 1
 
< 0.1%
-0.9186817 1
 
< 0.1%
-0.89615177 1
 
< 0.1%
-0.88835338 1
 
< 0.1%
ValueCountFrequency (%)
1.999996 52
0.9%
1.12653255 1
 
< 0.1%
1.09726443 1
 
< 0.1%
1.07002995 1
 
< 0.1%
1.05065506 1
 
< 0.1%

변동률_잔액_CA_B1M
Real number (ℝ)

Skewed  Zeros 

Distinct198
Distinct (%)3.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.002426844403
Minimum-1.999996
Maximum0.12151983
Zeros5797
Zeros (%)96.6%
Negative106
Negative (%)1.8%
Memory size47.0 KiB
2025-04-09T11:30:59.541252image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.999996
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum0.12151983
Range2.12151583
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.06871085153
Coefficient of variation (CV)-28.31283762
Kurtosis831.3875299
Mean-0.002426844403
Median Absolute Deviation (MAD)0
Skewness-28.68314987
Sum-14.56106642
Variance0.004721181117
MonotonicityNot monotonic
2025-04-09T11:30:59.622772image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 5797
96.6%
-1.999996 7
 
0.1%
-0.06323786 1
 
< 0.1%
-0.13283239 1
 
< 0.1%
-0.04582356 1
 
< 0.1%
-0.02705614 1
 
< 0.1%
0.01623144 1
 
< 0.1%
0.02221862 1
 
< 0.1%
-0.01707281 1
 
< 0.1%
0.01009657 1
 
< 0.1%
Other values (188) 188
 
3.1%
ValueCountFrequency (%)
-1.999996 7
0.1%
-0.13283239 1
 
< 0.1%
-0.1179131 1
 
< 0.1%
-0.11587903 1
 
< 0.1%
-0.10757537 1
 
< 0.1%
ValueCountFrequency (%)
0.12151983 1
< 0.1%
0.11527669 1
< 0.1%
0.09657074 1
< 0.1%
0.07638419 1
< 0.1%
0.07578401 1
< 0.1%

혜택수혜율_R3M
Real number (ℝ)

Missing  Zeros 

Distinct2796
Distinct (%)57.6%
Missing1147
Missing (%)19.1%
Infinite0
Infinite (%)0.0%
Mean3.944194162
Minimum-1.64461077
Maximum99.9998
Zeros1927
Zeros (%)32.1%
Negative126
Negative (%)2.1%
Memory size47.0 KiB
2025-04-09T11:30:59.704868image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.64461077
5-th percentile0
Q10
median0.61669528
Q32.01808863
95-th percentile7.212378586
Maximum99.9998
Range101.6444108
Interquartile range (IQR)2.01808863

Descriptive statistics

Standard deviation16.17822579
Coefficient of variation (CV)4.101782296
Kurtosis30.85100503
Mean3.944194162
Median Absolute Deviation (MAD)0.61669528
Skewness5.689967415
Sum19141.17427
Variance261.7349896
MonotonicityNot monotonic
2025-04-09T11:30:59.778577image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 1927
32.1%
99.9998 132
 
2.2%
1.04440146 1
 
< 0.1%
3.64196497 1
 
< 0.1%
2.71636675 1
 
< 0.1%
2.00510772 1
 
< 0.1%
-0.01304955 1
 
< 0.1%
0.89769896 1
 
< 0.1%
0.81454085 1
 
< 0.1%
2.1859995 1
 
< 0.1%
Other values (2786) 2786
46.4%
(Missing) 1147
19.1%
ValueCountFrequency (%)
-1.64461077 1
< 0.1%
-0.80488162 1
< 0.1%
-0.6688916 1
< 0.1%
-0.65733022 1
< 0.1%
-0.62717409 1
< 0.1%
ValueCountFrequency (%)
99.9998 132
2.2%
17.37195933 1
 
< 0.1%
16.8745075 1
 
< 0.1%
16.60903827 1
 
< 0.1%
16.55535268 1
 
< 0.1%

혜택수혜율_B0M
Real number (ℝ)

Missing  Zeros 

Distinct2428
Distinct (%)51.7%
Missing1300
Missing (%)21.7%
Infinite0
Infinite (%)0.0%
Mean4.86423864
Minimum-1.19878842
Maximum99.9998
Zeros2109
Zeros (%)35.1%
Negative32
Negative (%)0.5%
Memory size47.0 KiB
2025-04-09T11:30:59.860800image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/

Quantile statistics

Minimum-1.19878842
5-th percentile0
Q10
median0.75745321
Q32.50113426
95-th percentile9.011847007
Maximum99.9998
Range101.1985884
Interquartile range (IQR)2.50113426

Descriptive statistics

Standard deviation18.25241357
Coefficient of variation (CV)3.752368033
Kurtosis22.95013755
Mean4.86423864
Median Absolute Deviation (MAD)0.75745321
Skewness4.963912416
Sum22861.92161
Variance333.1506013
MonotonicityNot monotonic
2025-04-09T11:30:59.946323image/svg+xmlMatplotlib v3.9.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0 2109
35.1%
99.9998 165
 
2.8%
1.28054252 1
 
< 0.1%
-0.40049436 1
 
< 0.1%
2.49620817 1
 
< 0.1%
1.16615608 1
 
< 0.1%
1.84569485 1
 
< 0.1%
1.49625153 1
 
< 0.1%
1.13888745 1
 
< 0.1%
1.51776144 1
 
< 0.1%
Other values (2418) 2418
40.3%
(Missing) 1300
21.7%
ValueCountFrequency (%)
-1.19878842 1
< 0.1%
-0.71713425 1
< 0.1%
-0.67953769 1
< 0.1%
-0.57598428 1
< 0.1%
-0.49627387 1
< 0.1%
ValueCountFrequency (%)
99.9998 165
2.8%
12.51713894 1
 
< 0.1%
12.29963109 1
 
< 0.1%
12.1614004 1
 
< 0.1%
12.11357658 1
 
< 0.1%